{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bfb78b75",
   "metadata": {},
   "source": [
    "# Posterior Estimation for ODEs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "preliminary-breathing",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Introduction\" data-toc-modified-id=\"Introduction-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Introduction</a></span><ul class=\"toc-item\"><li><span><a href=\"#Analytical-Solution\" data-toc-modified-id=\"Analytical-Solution-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Analytical Solution</a></span></li><li><span><a href=\"#Stability-of-Solutions\" data-toc-modified-id=\"Stability-of-Solutions-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Stability of Solutions</a></span></li></ul></li><li><span><a href=\"#Generative-Model-Structure\" data-toc-modified-id=\"Generative-Model-Structure-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Generative Model Structure</a></span></li><li><span><a href=\"#BayesFlow-Architecture\" data-toc-modified-id=\"BayesFlow-Architecture-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>BayesFlow Architecture</a></span><ul class=\"toc-item\"><li><span><a href=\"#Summary-Network\" data-toc-modified-id=\"Summary-Network-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Summary Network</a></span></li><li><span><a href=\"#Inference-Network\" data-toc-modified-id=\"Inference-Network-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Inference Network</a></span></li></ul></li><li><span><a href=\"#Preproccessing\" data-toc-modified-id=\"Preproccessing-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Preproccessing</a></span></li><li><span><a href=\"#Training\" data-toc-modified-id=\"Training-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Training</a></span></li><li><span><a href=\"#Validating-the-Results\" data-toc-modified-id=\"Validating-the-Results-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>Validating the Results</a></span><ul class=\"toc-item\"><li><span><a href=\"#Latent-Space-Inspection\" data-toc-modified-id=\"Latent-Space-Inspection-6.1\"><span class=\"toc-item-num\">6.1&nbsp;&nbsp;</span>Latent Space Inspection</a></span></li><li><span><a href=\"#Simulation-Based-Calibration\" data-toc-modified-id=\"Simulation-Based-Calibration-6.2\"><span class=\"toc-item-num\">6.2&nbsp;&nbsp;</span>Simulation-Based Calibration</a></span></li><li><span><a href=\"#Parameter-Recoverability\" data-toc-modified-id=\"Parameter-Recoverability-6.3\"><span class=\"toc-item-num\">6.3&nbsp;&nbsp;</span>Parameter Recoverability</a></span></li><li><span><a href=\"#Individual-Posteriors-and-Information-Gain\" data-toc-modified-id=\"Individual-Posteriors-and-Information-Gain-6.4\"><span class=\"toc-item-num\">6.4&nbsp;&nbsp;</span>Individual Posteriors and Information Gain</a></span></li><li><span><a href=\"#Posterior-Predictions-(Re-Simulation)\" data-toc-modified-id=\"Posterior-Predictions-(Re-Simulation)-6.5\"><span class=\"toc-item-num\">6.5&nbsp;&nbsp;</span>Posterior Predictions (Re-Simulation)</a></span></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa243701",
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import partial\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9d1181fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda3\\envs\\TensorFlowDev\\lib\\site-packages\\bayesflow\\trainers.py:26: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
      "  from tqdm.autonotebook import tqdm\n"
     ]
    }
   ],
   "source": [
    "import bayesflow.diagnostics as diag\n",
    "from bayesflow.amortizers import AmortizedPosterior\n",
    "from bayesflow.networks import InvertibleNetwork\n",
    "from bayesflow.simulation import GenerativeModel, Prior, Simulator\n",
    "from bayesflow.trainers import Trainer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06246a18",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "In this tutorial, we will look at a simple linear ODE system:\n",
    "\n",
    "$$\n",
    "\\frac{du}{dt} = a u + b v \\\\\n",
    "\\frac{dv}{dt} = c u + d v  \n",
    "$$\n",
    "\n",
    "with the boundary conditions:\n",
    "\n",
    "$$\n",
    "u(t=0) = u_0 \\\\\n",
    "v(t=0) = v_0\n",
    "$$\n",
    "\n",
    "Given the solutions $u(t)$ and $v(t)$, we want to use BayesFlow to estimate the parameters $a$, $b$, $c$ and $d$ of the ODE equations as well as the boundary conditions $u_0$ and $v_0$ over all possible solutions of the system."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97353c55",
   "metadata": {},
   "source": [
    "### Analytical Solution\n",
    "\n",
    "The advantage of such a simple ODE system is, that the analytical solutions for $u$ and $v$ are known:\n",
    "\n",
    "$$\n",
    "\\begin{pmatrix}\n",
    "    u \\\\\n",
    "    v\n",
    "\\end{pmatrix}\n",
    "= C_1 e^{\\lambda_1 t} \\vec{v_1} + C_2 e^{\\lambda_2 t} \\vec{v_2} = \n",
    "\\begin{bmatrix}\n",
    "    \\vec{v_1} & \\vec{v_2}\n",
    "\\end{bmatrix}\n",
    "\\begin{pmatrix}\n",
    "    C_1 e^{\\lambda_1 t} \\\\\n",
    "    C_2 e^{\\lambda_2 t}\n",
    "\\end{pmatrix}\n",
    "$$\n",
    "\n",
    "where $\\lambda_1$ and $\\lambda_2$ are eigenvalues and $\\vec{v_1}$ and $\\vec{v_2}$ are the corresponding eigenvectors of the matrix:\n",
    "\n",
    "$$\n",
    "A=\n",
    "\\begin{pmatrix}\n",
    "    a & b \\\\\n",
    "    c & d \\\\\n",
    "\\end{pmatrix}\n",
    "$$\n",
    "\n",
    "Note, that $\\begin{bmatrix} \\vec{v_1} & \\vec{v_2} \\end{bmatrix}$ is the matrix with eigenvectors $\\vec{v_1}$ and $\\vec{v_2}$ as its column vectors.\n",
    "The constants $C_1$ and $C_2$ can be computed from the boundary condition:\n",
    "\n",
    "$$\n",
    "\\begin{pmatrix}\n",
    "    C_1 \\\\\n",
    "    C_2\n",
    "\\end{pmatrix}\n",
    "=\n",
    "\\begin{bmatrix}\n",
    "    \\vec{v_1} & \\vec{v_2}\n",
    "\\end{bmatrix}^{-1}\n",
    "\\begin{pmatrix}\n",
    "    u_0 \\\\\n",
    "    v_0\n",
    "\\end{pmatrix}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dc25c80",
   "metadata": {},
   "source": [
    "### Stability of Solutions\n",
    "\n",
    "The solution $u$ and $v$ will be of the form:\n",
    "\n",
    "$$\n",
    "u = v_{11} C_1 e^{\\lambda_1 t} + v_{21} C_2 e^{\\lambda_2 t} \\\\\n",
    "v = v_{12} C_1 e^{\\lambda_1 t} + v_{22} C_2 e^{\\lambda_2 t}\n",
    "$$\n",
    "\n",
    "By separating the real and complex part of the eigenvalues $\\lambda_j = \\gamma + i \\omega$ we see that the real part determines whether a solution will be exponential (increasing/decreasing) or stay constant, whereas the complex part will determine the oscillation behaviour. \n",
    "\n",
    "$$\n",
    "u = v_{11} C_1 e^{\\gamma_1 t} \\left[ \\cos(\\omega_1 t) + i \\sin(\\omega_1 t) \\right] + v_{21} C_2 e^{\\gamma_2 t} \\left[ \\cos(\\omega_2 t) + i \\sin(\\omega_2 t) \\right] \\\\\n",
    "v = v_{12} C_1 e^{\\gamma_1 t} \\left[ \\cos(\\omega_1 t) + i \\sin(\\omega_1 t) \\right] + v_{22} C_2 e^{\\gamma_2 t} \\left[  \\cos(\\omega_2 t) + i \\sin(\\omega_2 t) \\right]\n",
    "$$\n",
    "\n",
    "We will apply rejection sampling to only consider stable solutions. In other words, we only keep solutions that fulfill the condition $\\gamma_1 \\leq 0$ and $\\gamma_2 \\leq 0$.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f122ff9f",
   "metadata": {},
   "source": [
    "## Generative Model Structure\n",
    " \n",
    "We have to generate some simulated data to train our BayesFlow architecture. The first step is to randomly draw combinations of $a$, $b$, $c$, $d$, $u_0$ and $v_0$ from a uniform prior distribution. By computing the eigenvalues, we can preemptively reject prior samples that will lead to unstable solutions. Note, that this will also change the prior. Additionally, we estimate the prior means and standard deviations for standardization later. The standardization step is just a convenience, since neural networks like well-scaled data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2b89293b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_prior():\n",
    "    \"\"\"Generates random draws from uniform pior with rejection sampling.\"\"\"\n",
    "\n",
    "    while True:\n",
    "        sample = np.random.uniform(low=-10, high=10, size=6)\n",
    "        A = sample[:4].reshape((2, 2))\n",
    "        eigenvalues, _ = np.linalg.eig(A)\n",
    "        if eigenvalues[0].real <= 0 and eigenvalues[1].real <= 0:\n",
    "            break\n",
    "    return sample"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "incoming-greece",
   "metadata": {},
   "source": [
    "We wrap the prior function into the `Prior` wrapper:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "128a68ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "prior = Prior(prior_fun=model_prior, param_names=[r\"$a$\", r\"$b$\", r\"$c$\", r\"$d$\", r\"$u_0$\", r\"$v_0$\"])\n",
    "prior_means, prior_stds = prior.estimate_means_and_stds()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e5efa79",
   "metadata": {},
   "source": [
    "The next step is to generate simulated data using the prior samples by defining a simulator using the `Simulator` wrapper:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bc236f75",
   "metadata": {},
   "outputs": [],
   "source": [
    "def linear_ode_solver(params, t):\n",
    "    \"\"\"Solves the linear ODE system analytically for given time points t and prior parameter draws.\"\"\"\n",
    "\n",
    "    # unpack params\n",
    "    A = params[:4].reshape((2, 2))\n",
    "    boundaries = params[-2:]\n",
    "\n",
    "    # solve for u and v\n",
    "    eigenvalues, eigenvectors = np.linalg.eig(A)\n",
    "    C = np.linalg.inv(eigenvectors) @ boundaries\n",
    "    solution = eigenvectors @ np.array([C[0] * np.exp(eigenvalues[0] * t), C[1] * np.exp(eigenvalues[1] * t)])\n",
    "\n",
    "    return solution.T.real"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3692b188",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_points = np.linspace(0, 1, num=32)\n",
    "simulator = Simulator(simulator_fun=partial(linear_ode_solver, t=time_points))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e8f7e50",
   "metadata": {},
   "source": [
    "Finally, we will wrap the prior and simulator into a `GenerativeModel` which will connect the prior with the simulator:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "75adec17",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Performing 2 pilot runs with the linear_ODE_generator model...\n",
      "INFO:root:Shape of parameter batch after 2 pilot simulations: (batch_size = 2, 6)\n",
      "INFO:root:Shape of simulation batch after 2 pilot simulations: (batch_size = 2, 32, 2)\n",
      "INFO:root:No optional prior non-batchable context provided.\n",
      "INFO:root:No optional prior batchable context provided.\n",
      "INFO:root:No optional simulation non-batchable context provided.\n",
      "INFO:root:No optional simulation batchable context provided.\n"
     ]
    }
   ],
   "source": [
    "model = GenerativeModel(prior, simulator, name=\"linear_ODE_generator\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54e6e196",
   "metadata": {},
   "source": [
    "As a sanity check, we can sample 1000 prior combinations and visualize the joint priors in bivariate plots. Note, that we have applied rejection sampling. Therefore, certain combinations of $a$, $b$, $c$, $d$ will always be rejected, because they will produce unstable solutions, so the priors are no longer uniform. You could inspect bivariate prior plots by calling the `plot_prior2d()` method of the prior object. We can also visualize some simulated trajectories:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b2c7af05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x432 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_data = model(8)[\"sim_data\"]\n",
    "fig, axarr = plt.subplots(2, 4, figsize=(16, 6))\n",
    "ax = axarr.flat\n",
    "\n",
    "for i, data in enumerate(sim_data):\n",
    "    ax[i].plot(time_points, data[:, 0], label=\"u\", color=\"maroon\", alpha=0.8)\n",
    "    ax[i].plot(time_points, data[:, 1], label=\"v\", color=\"green\", alpha=0.8)\n",
    "    ax[i].set_xlabel(\"Time t [s]\")\n",
    "    ax[i].set_ylabel(\"Solution u(t) / v(t)\")\n",
    "    ax[i].grid(alpha=0.5)\n",
    "    ax[i].legend()\n",
    "    ax[i].set_title(f\"Simulation #{i+1}\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "lined-hybrid",
   "metadata": {},
   "source": [
    "## BayesFlow Architecture"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd4e10df",
   "metadata": {},
   "source": [
    "The BayesFlow architecture consists of a summary network and an invertible neural network. The summary network learns summary statistics for each input, such that the summary network output will have dimensions `(batch_size, summary_dim)`. The invertible inference neural network is conditioned on the summary statistic of the summary network. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mexican-vegetable",
   "metadata": {},
   "source": [
    "### Summary Network\n",
    "\n",
    "For this tutorial, we will use a small `LSTM` summary network followed by two `Dense` layers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "95c8f735",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CustomLSTM(tf.keras.Model):\n",
    "    def __init__(self, hidden_size=128, summary_dim=32):\n",
    "        super().__init__()\n",
    "        self.LSTM = tf.keras.Sequential(\n",
    "            [\n",
    "                tf.keras.layers.LSTM(hidden_size),\n",
    "                tf.keras.layers.Dense(hidden_size, activation=\"relu\"),\n",
    "                tf.keras.layers.Dense(summary_dim, activation=\"elu\"),\n",
    "            ]\n",
    "        )\n",
    "\n",
    "    def call(self, x, **kwargs):\n",
    "        out = self.LSTM(x)\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "31cf400c",
   "metadata": {},
   "outputs": [],
   "source": [
    "summary_net = CustomLSTM()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "particular-serum",
   "metadata": {},
   "source": [
    "### Inference Network\n",
    "\n",
    "For the inference network, we will use a 8-layer conditional invertible neural network (cINN):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7c777eb3",
   "metadata": {},
   "outputs": [],
   "source": [
    "COUPLING_NET_SETTINGS = {\n",
    "    \"dense_args\": dict(units=128, kernel_regularizer=None, activation=\"relu\"),\n",
    "    \"num_dense\": 2,\n",
    "    \"dropout\": False,\n",
    "}\n",
    "\n",
    "inference_net = InvertibleNetwork(num_params=6, num_coupling_layers=5, coupling_settings=COUPLING_NET_SETTINGS)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b37ee6e8",
   "metadata": {},
   "source": [
    "Finally, we wrap the summary network and inference network into an `AmortizedPosterior` instance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "93c8b838",
   "metadata": {},
   "outputs": [],
   "source": [
    "amortizer = AmortizedPosterior(inference_net, summary_net, name=\"linear_ODE_amortizer\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d16c686",
   "metadata": {},
   "source": [
    "## Preproccessing\n",
    "\n",
    "Before we feed the simulation data to our BayesFlow amortizer, we want to perform some preprocessing such as normalization, logscale conversion for stability, and removing nan/infinite samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "40f708ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = model(batch_size=1000)\n",
    "sim_mean = np.mean(data[\"sim_data\"])\n",
    "sim_std = np.std(data[\"sim_data\"])\n",
    "\n",
    "\n",
    "def configure_input(forward_dict):\n",
    "    \"\"\"Configures dictionary of prior draws and simulated data into BayesFlow format.\"\"\"\n",
    "\n",
    "    out_dict = {}\n",
    "\n",
    "    # standardization sim_data\n",
    "    sim_data = forward_dict[\"sim_data\"].astype(np.float32)\n",
    "    norm_data = (sim_data - sim_mean) / sim_std\n",
    "\n",
    "    # standardization priors\n",
    "    params = forward_dict[\"prior_draws\"].astype(np.float32)\n",
    "    norm_params = (params - prior_means) / prior_stds\n",
    "\n",
    "    # remove nan, inf and -inf\n",
    "    keep_idx = np.all(np.isfinite(norm_data), axis=(1, 2))\n",
    "    if not np.all(keep_idx):\n",
    "        print(\"Invalid value encountered...removing from batch\")\n",
    "\n",
    "    # add to dict\n",
    "    out_dict[\"summary_conditions\"] = norm_data[keep_idx]\n",
    "    out_dict[\"parameters\"] = norm_params[keep_idx]\n",
    "\n",
    "    return out_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cae45084",
   "metadata": {},
   "source": [
    "## Training\n",
    "\n",
    "To train our BayesFlow amortizer, we first have to define a `Trainer` instance, which will take care of simulation-based training. Note, that we also use a piecewise constant decay learning rate scheduler to reduce the learning rate after a pre-selected number of training steps.\n",
    "\n",
    "In order to save the networks, you can specify a `checkpoint_path` argument (networks will be saved after each epoch) or manually call the `save_weights` method of the `AmortizedPosterior` following training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a2d505f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:Performing a consistency check with provided components...\n",
      "INFO:root:Done.\n"
     ]
    }
   ],
   "source": [
    "trainer = Trainer(amortizer=amortizer, generative_model=model, configurator=configure_input, memory=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "872edefe",
   "metadata": {},
   "source": [
    "Once we initialized the Trainer instance and run a consistency check on a test batch, we can print the number of trainable and non-trainable parameters in our BayesFlow model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29e8107c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"linear_ODE_amortizer\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " invertible_network (Inverti  multiple                 430260    \n",
      " bleNetwork)                                                     \n",
      "                                                                 \n",
      " custom_lstm (CustomLSTM)    multiple                  87712     \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 517,972\n",
      "Trainable params: 517,912\n",
      "Non-trainable params: 60\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "amortizer.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "178a1127",
   "metadata": {},
   "source": [
    "Now, we can train our BayesFlow architecture using online learning and showcasing a custom optimizer. \n",
    "<br><br>\n",
    "Note: For the purpose of this tutorial, we tried to restrict notebook runtime to around 15min (using Ryzen 7 and Nvidia GTX 1080). Better results with lower uncertainties can be achieved by increasing the number of training iterations and the representation capacities of both summary and inference network. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "840a1f68",
   "metadata": {},
   "outputs": [],
   "source": [
    "history = trainer.train_online(epochs=30, iterations_per_epoch=1000, batch_size=32)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64408943",
   "metadata": {},
   "source": [
    "We can visualize the training loss trajctory to inspect whether the networks have converged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1f955905",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = diag.plot_losses(history)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3dc675e",
   "metadata": {},
   "source": [
    "## Validating the Results\n",
    "\n",
    "After training our BayesFlow architecture, we want to validate the results. Our first step is to inspect the latent space $z$, which we enforce to be Gaussian using the default Kullback-Leibler (KL) loss during training."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6630b4d5",
   "metadata": {},
   "source": [
    "### Latent Space Inspection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c436a669",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x648 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = trainer.diagnose_latent2d(plot_args={\"height\": 1.5})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f28c459f",
   "metadata": {},
   "source": [
    "### Simulation-Based Calibration"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c98b25df",
   "metadata": {},
   "source": [
    "Next we can perform simulation-based calibration (SBC) as proposed by [Talts et al. (2020)](https://arxiv.org/pdf/1804.06788.pdf):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c1e3921f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2160x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = trainer.diagnose_sbc_histograms()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6340dfd6",
   "metadata": {},
   "source": [
    "Additionally, we can also inspect the simulation-based calibration through empirical cumulative distribution functions (ECDF) instead of histograms as proposed by [Säilynoja et al. (2021)](https://arxiv.org/pdf/2103.10522.pdf):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f91a64dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2160x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "valid_sim_data_raw = model(batch_size=500)\n",
    "valid_sim_data = trainer.configurator(valid_sim_data_raw)\n",
    "posterior_samples = amortizer.sample(valid_sim_data, n_samples=100)\n",
    "fig = diag.plot_sbc_ecdf(posterior_samples, valid_sim_data[\"parameters\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53961f8c",
   "metadata": {},
   "source": [
    "Most imporantly, the SBC diagnostic is **interpretable**. The slightly bell-shaped histograms and slightly sigmoid-like ECDFs suggest that the posteriors are *underconfident*, that is, they do not achieve the optimal uncertainty reduction. You can train longer and see how this underconfidence gradually disappears."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "049353d8",
   "metadata": {},
   "source": [
    "### Parameter Recoverability"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c177ac2",
   "metadata": {},
   "source": [
    "During inference, BayesFlow will provide us with a posterior distribution for every hidden parameter and every possible solution. To get a point estimate from BayesFlow, we will simply take the mean value of the posterior. For validation, we can plot the posterior mean value against the ground truth and compute the R Squared for our model. In the ideal case, all predicted values should lie on the diagonal line (posterior standard deviations are also plotted for an uncertainty measure): "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "034f81d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1728x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = diag.plot_recovery(posterior_samples, valid_sim_data[\"parameters\"], param_names=prior.param_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2facfd2",
   "metadata": {},
   "source": [
    "### Individual Posteriors and Information Gain"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bd39b74",
   "metadata": {},
   "source": [
    "For single solutions, we can also visualize the bivariate posteriors for all hidden parameters and compare them to their corresponding priors. This is a quick way to gather how much information gain (equiv. uncertainty reduction) we have achieved by replacing the prior with the posterior. Naturally, due to the simplicity of our forward model, the information gain is enormous."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7b46f524",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABQQAAAT6CAYAAAADcW5GAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9e3RkeX3fe39+Jal1v7SkltTdklqa7plhLmjAjAFzMXDAXMzJAUNsw8xgJmDm2A5ZSU4ex4ljJ4PjnCc3ez0nhDiMjY1tmFnYZLAhXHLiiSEMJnjwQDf0DNPTg65TLXWrSvdW61L6PX9Iu2Zra1fVrqpdVbuq3q+1tJB27dr7V5KqQR++39/XWGsFAAAAAAAAoD7EKr0AAAAAAAAAAOVDIAgAAAAAAADUEQJBAAAAAAAAoI4QCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6khkAkFjzIeNMd82xmwZYz6Z49x/aIyZN8asGmN+3xjTXKZlAgAAAAAAAFUtMoGgpLik35T0+9lOMsa8RdI/kfRGSWck3STpIyVfHQAAAAAAAFADIhMIWmsftdb+maREjlPfL+kT1tqL1tolSf9S0v0lXh4AAAAAAABQEyITCObhDknnXV+flzRojOmr0HoAAAAAAACAqtFY6QUUoEPSiutr5/NOeaoLjTEPSHpAkm666aaXPfbYY2VZYCGWlpZ0/PjxSi/DV5TXJkV7fVFa29jYmKn0GgAAAAAAQOVVYyC4LqnL9bXz+Zr3RGvtQ5IekqSJiQk7NjZW8sUVI8rri/LapGivL8prAwAAAAAA9acaW4YvSrrL9fVdkhastbn2HgQAAAAAAADqXmQCQWNMozGmRVKDpAZjTIsxxq+C8Y8kfdAYc7sxpkfSr0n6ZPlWCgAAAAAAAFSvyASC2g/2NiX9E0n3HXz+a8aYUWPMujFmVJKstV+R9G8l/aWkGUnTkv5FZZYMAAAAAAAAVJfI7CForX1Q0oMZHu7wnPvbkn67xEsCAAAAAAAAak6UKgQBAAAAAAAAlBiBIAAAAAAAAFBHCAQBAAAAAACAOkIgCAAAAAAAANQRAkEAAAAAAACgjhAIAgAAAAAAAHWEQBAAAAAAAACoIwSCAAAAAAAAQB0hEAQAAAAAAADqCIEgAAAAAAAAUEcIBAEAAAAAAIA6QiAIAAAAAAAA1BECQQAAAAAAAKCOEAgCAAAAAAAAdYRAEAAAAAAAAKgjBIIAAAAAAABAHSEQBAAAAAAAAOoIgSAAAAAAAABQRwgEAQAAAAAAgDpCIAgAAAAAAADUEQJBAAAAAAAAoI4QCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCAQBAAAAAACAOkIgCAAAAAAAANQRAkEAAAAAAACgjkQmEDTG9BpjPmeM2TDGTBtj7slwXrMx5j8bYxaMMUljzBeMMafLvV4AAAAAAACgGkUmEJT0MUnbkgYl3Svpd4wxd/ic9/cl/ZikCUmnJC1J+mi5FgkAAAAAAABUs0gEgsaYdknvlvTr1tp1a+3jkj4v6X0+p49L+m/W2gVr7Q1Jn5HkFxwCAAAAAAAA8Gis9AIO3CJp11p7yXXsvKTX+Zz7CUn/jzHmlKRl7VcTftnvosaYByQ9IElDQ0OampoKccnhSiQSlV5CRlFemxTt9UVpbWNjY5VeAgAAAAAAiICoBIIdklY9x1Ykdfqc+6ykWUnPS0pJ+p6kD/td1Fr7kKSHJGliYsJGPRCJ8vqivDYp2uuL8toAAAAAAED9iUTLsKR1SV2eY12S1nzO/ZikZkl9ktolPaoMFYIAAAAAAAAADotKIHhJUqMx5mbXsbskXfQ59yWSPmmtTVprt7Q/UOTlxpj+0i8TAAAAAAAAqG6RCASttRvar/T7DWNMuzHm1ZLeIemPfU5/QtLPGWO6jTFNkn5JUtxau1i+FQMAAAAAAADVKRKB4IFfktQq6aqkRyT9orX2ojHmtcaYddd5/x9JN7S/l+A1ST8p6afKvVgAAAAAAACgGkVlqIistUlJ7/Q5/nXtDx1xvk5of7IwAAAAAAAAgDxFqUIQAAAAAAAAQIkRCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRCMiFe96lUyxhT0MTIyUunlAwAAAAAAoEpEZspwvbty5Yoefvjhgp57zz33hLwaAAAAAAAA1CoqBAEAAAAAAIA6QiAIAAAAAAAA1BECQQAAAAAAAKCOEAgCAAAAAAAAdYRAEAAAAAAAAKgjBIIAAAAAAABAHSEQBAAAAAAAAOoIgSAAAAAAAABQRwgEAQAAAAAAgDpCIAgAAAAAAADUEQJBAAAAAAAAoI4QCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCAQBAAAAAACAOkIgCAAAAAAAANQRAkEAAAAAAACgjhAIAgAAAAAAAHWEQBAAAAAAAACoIwSCAAAAAAAAQB2JTCBojOk1xnzOGLNhjJk2xtyT5dwfMcb8T2PMujFmwRjz98u5VgAAAAAAAKBaNVZ6AS4fk7QtaVDSSyR90Rhz3lp70X2SMaZf0lck/UNJn5V0TNJweZcKAAAAAAAAVKdIVAgaY9olvVvSr1tr1621j0v6vKT3+Zz+f0n6b9baT1trt6y1a9bap8u5XgAAAAAAAKBaRaVC8BZJu9baS65j5yW9zufcV0r6njHmrySdk/QtSX/XWjvjPdEY84CkByRpaGhIU1NTYa87VNevXy/4uaV8bYlEomTXDkOU1xeltY2NjVV6CQAAAAAAIAKiEgh2SFr1HFuR1Olz7rCkH5H0E5K+J+nfSnpE0qu9J1prH5L0kCRNTEzYqAcibW1tBT+31K9tbGxMI6dOSZJm4/GS3qsQUf7ZRnltAAAAAACg/kQlEFyX1OU51iVpzefcTUmfs9Y+IUnGmI9IWjTGdFtrV0q7zPo2d+VKpZcAAAAAAACAIkUlELwkqdEYc7O19tmDY3dJuuhz7gVJ1vW19Tmn7lhr9dxzz+nixYtaXV1VV1eXbrnlFt16662KxSKxVSQAAAAAAAAiIBKBoLV2wxjzqKTfMMb8vPanDL9D0qt8Tv8DSf/FGPMftB8Y/rqkx+u5OrCtrU2PPPKInn32WbW2tqq3t1eXLl3Sd7/7XQ0NDemnfuqnNDAwUOllAgAAAAAAIAIiEQge+CVJvy/pqqSEpF+01l40xrxW0pettR2SZK39H8aYX5X0RUltkh6XdE+F1lxxqVRKP/dzP6cf/vCHestb3qIf/dEfVUNDg/b29nTx4kV95Stf0Sc+8Qn97M/+rG666aZKLxcAAAAAAAAVFpleUmtt0lr7Tmttu7V21Fr78MHxrzthoOvc37HWnrbWHrfW/i1r7WxlVl1Z1lpduXJF/f39eu9736tXvvKVamhokCTFYjG9+MUv1i/8wi+op6dHDz/8sGZnC/82ffVf/Su9qbc3rKUDAAAAAACgQiITCCJ/S0tLun79ur70pS/p7Nmzvud0dnbq/e9/v7q7u/XII48okUjkfR9rrb77x3+st584UeySAQAAAAAAUGEEglVqZ2dHiURC7e3tevLJJ7Oe29bWpnvvvVfGGP3Jn/yJdnZ28rqX3dsrZqkAAAAAAACIEALBKrW4uChJgYeF9Pb26p3vfKeuXr2qv/iLv8jrXnuuANHk9UwAAAAAAABEDYFgFdra2tLa2pqOHz+upqamwM+7+eab9YpXvEJ//dd/reeeey7w8/Z2d9Oft8T4lQEAAAAAAKhmpDtVKJlMyhij48eP5/3cN73pTerr69MXv/jFwK3DlkAQAAAAAACgZpDuVJmdnR2tra2pp6cnPVE4H42NjXr729+upaUlff3rXw/0HHfLcBOBIAAAAAAAQFUj3akyq6urkqTu7u6CrzE+Pq6JiQl99atf1YkTJ2SMyfrx2le/Ov3cRmM0MjJS9OsAAAAAAABAZTRWegEIzlqrlZUVtbW16dixY0Vd681vfrO+9a1v6R//43+s4eHhrOeuzc7q+u//viSpyRhNz80VdW8AAAAAAABUDhWCVWRjY0O7u7tFVQc62tvb9bWvfU3Xr1/XxsZG9pNTqfSnjYY5wwAAAAAAANWMQLCKrKysqKGhQR0dHaFc74knnlBTU5OuXbsma23mE/f20p82EQgCAAAAAABUtaJbho0xzZL+gaQXSZqT9F1J37XWPlfstfGCVCql69evq7u7WyakUC6VSqm/v19XrlzRysqKenp6Mp2Y/rSRoSIAAAAAAABVLYw9BP+zpJ+Q9EVJvyLphqR2Y8yapAvW2h8P4R51b2NjQ9ZadXZ2hnrdjo4Otba2KpFIqKurSzGfwM+6AkEqBAEAAAAAAKpbGOVeb5f0c9ba/1PSlqQflfQBSdcl/a8Qrg9Ja2tramxsVEtLy5HHYrFYzknBfh+SZIxRf3+/UqmUksmk/83ZQxAAAAAAAKBmhFEh2Crp2YPPtyXFrLV/aIzplHQuhOvXvVQqpY2NDR0/fty3XXhvb08PP/xw3te95557JEmtra3q7OzU0tKSuru71dTU5F1A+tMYgSAAAAAAAEBVC6NC8IeSTh98/ryk4YPPvyzpPSFcv+6tr69LUujtwm79/f2SpEQiceQxd8twQ8lWAAAAAAAAgHIIIxD8E0lvPvj8q5I+ePD5iyUd7W9F3jY2NtTY2Kjm5uaS3aOpqUk9PT1aXV3V1tbW4QddU4apEAQAAAAAAKhuRbcMW2v/levLfyvpCWNMUlKHpI8Xe/16Z63V9evX1dnZGdp04Ux6e3u1srKia9euaXh4+IUH3BWCBIIAAAAAAABVLYw9BNOstXPGmDu0P2gkYa39UpjXr0ebm5va29tTe3t7ye/V0NCgvr4+Xbt2TRsbG+l7uluGwygpBQAAAAAAQOWEGghKkrU2KemPw75uvdrY2JAxRm1tbWW5X09Pj5aXl3Xt2jW1tbXtVyUyVAQAAAAAAKBmUPAVcevr62ptbVUsVp4flTFG/f392t7e1urq6v5B1x6CtAwDAAAAAABUNwLBCNvZ2dHOzk5Z2oXdOjo61NLSosXFRe3t7dEyDAAAAAAAUEPIdyJsY2NDksrWLuwwxujEiRNKpVJKJpPpluE9a6kQBAAAAAAAqHIEghG2ubmphoYGHTt2rOz3bm1tVWdnp5aWlrQbi2nPWu1ayx6CAAAAAAAAVY5AMKKstbp+/foLgz0q4MSJEzLGaL23VzvWKmWtGiqyEgAAAAAAAISFQDCitre3lUqlyt4u7NbY2Kj+/n7ttLVpZ2xMe2LKMAAAAAAAQLUjEIyo69evSyr//oFe3d3darx+Xam779ZuSwt7CAIAAAAAAFQ5AsGIun79upqamtTU1FTRdRhj1Pn887KxmOyrX80vDAAAAAAAQJUj34kg9/6BURDb3NTeE0/InDyp/pe+tNLLAQAAAAAAQBEiEwgaY3qNMZ8zxmwYY6aNMffkOP+YMeZpY8xcudZYLjdu3JC1NjKBoFIp7T77rFKTk+p/xSt07ty5Sq8IAAAAAAAABYpMICjpY5K2JQ1KulfS7xhj7shy/i9LulaOhZVbVPYPTEultGutdr7xDW0nEvrbf/tva2FhodKrAgAAAAAAQAEiEQgaY9olvVvSr1tr1621j0v6vKT3ZTh/XNJ9kv6/5Vtl+WxuburYsWNqaGio9FIkSXZvTylrldrd1bX/9//V9va2/uiP/kjXrtVkHgsAAAAAAFDTIhEISrpF0q619pLr2HlJmSoEPyrpVyVtlnph5Wat1Y0bN9Ta2lrppbwglVLKWu1ZK21s6A//8A9ljNEnP/lJzc7OVnp1AAAAAAAAyENjpRdwoEPSqufYiqRO74nGmJ+S1GCt/Zwx5vXZLmqMeUDSA5I0NDSkqampMNZaMtevX9f29rb29vbU0NCQbh0O+txC75nL3u6udq2V0X6CnEgk9BM/8RN67LHH9MlPflKveMUrdPPNN8sYU9AaipVIJCpy3yCitLaxsbFKLwEAAAAAAERAVALBdUldnmNdktbcBw5ai/+tpJ8MclFr7UOSHpKkiYkJG/VApK2tTVtbW5Kk7u5uNTU15fXcQu+Zy8ZBy3CDMWo4CP3uuusu3XzzzfrsZz+rb37zm7p27Zre+ta3qq+vr6B1FCvKP9sorw0AAAAAANSfqLQMX5LUaIy52XXsLkkXPefdLGlM0teNMfOSHpV00hgzb4wZK8dCS21zc1ONjY15hYEl5+whaK1irirAtrY2ve9979Pb3vY2TU9P62Mf+5j+/M//nIEjAAAAAAAAERaJCkFr7YYx5lFJv2GM+XlJL5H0Dkmv8pz6fUkjrq9fJek/SvoR1cDEYWutNjc3ozNd2HEwZbjRWjV62oKNMXr5y1+u22+/XV//+tf15JNP6rvf/a5GR0f1Iz/yI7r99tujFW4CAAAAAADUuUgEggd+SdLvS7oqKSHpF621F40xr5X0ZWtth7V2V9K88wRjTFLSnrV23veKVWZnZ0epVCpaA0Wk9FCRlKRjGfYJ7Ojo0Nve9ja97nWv03e/+119+9vf1p/92Z/py1/+su688079yI/8iE6ePFmxfQYBAAAAAACwLzKBoLU2KemdPse/rv2hI37P+aqk4ZIurIw2N/eHJkctELSuKcMNOQK9trY2vepVr9KP/diPaXp6Wt/5znd0/vx5/c3f/I0GBwf16le/WnfeeSfBIAAAAAAAQIVEJhDEfiAYi8V07NixSi/lsL097Tp7CAZ8ijFGY2NjGhsb09ve9jZ9//vf1xNPPKFHH31Ujz/+uN785jfr7NmzJV02AAAAAAAAjorKUBFoPxBsbW2NXvVcKqWUpD0pZ4Wgn5aWFt199936hV/4Bb373e/W7u6uPvWpT+nP//zP01OVAQAAAAAAUB5UCEZEe3u7dnZ21N3dXemlHOFuGY4Zo1gsVlBoOTw8rNnZWb3oRS/S1772NX3jG9/Q3NycfvZnf1b9/f0lWDkAAAAAAAC8CAQjYnR0VFL09g+UdKhluEHS3t6eHn744bwvc88990iSGhsb9cY3vlFnz57VZz/7Wf3e7/2e3vve9+rMmTMhLxwAAAAAAABetAxHxOjoqIwxamlpqfRSjnIqBCXFQmxnHhsb04c+9CF1dnbqU5/6lJ599tnQrg0AAAAAAAB/BIIRMTo6qpaWlsjtH2itlfb2Ak8Zzld3d7f+zt/5Ozpx4oT+5E/+RNPT06FeHwAAAAAAAIcRCEbA9va2Tp48Gc124VRKkvKeMpyPtrY23Xffferu7tYjjzyi+fn5EtwFAAAAAAAAEoFgJMzNzSkWi0UyELQHgWApWobd2tra9L73vU/Nzc369Kc/rbW1tZLcBwAAAAAAoN4RCEZAa2urnnzyycjuHyjtB4KpIluGnenEmT56enr0r//1v1YymdQ/+Af/QI2NjTLGaGRkJKxXAwAAAAAAUPeYMhwBJ0+e1Oc//3m95z3vqfRSjrCuluG9IluGg04nXl1d1bFjx/Rbv/VbGhgYSE8nBgAAAAAAQPEIBJGdu0JQpWsZduvq6tKNGze0vLwcyTZqAAAAAACAakbLMLLyVgiGPWU4kxMnTqi5uVkLCwvq7Owsyz0BAAAAAADqAYEgsnMPFbFWUnl+aYwxOnnypKy1euc73yl7cG8AAAAAAAAUh0AQWbkrBFMHx8pVJXjs2DGdOHFCZ8+e1Stf+cqMw0jGx8d9jzOMBAAAAAAA4Cj2EERWtkIVgo7u7m791V/9ld7+9rfr7/7dv6umpqYj51y/fl1tbW1HjjOMBAAAAAAA4CgqBJGdUyEopQPBclUISvutw//1v/5XSdLVq1dpHQYAAAAAACgSgSCysp4pw1J5Jg27LS8vq7+/XxsbG1pbWyvrvQEAAAAAAGoNgSCyq3DLsKOnp0fNzc26du2aUqlU7icAAAAAAADAF4Egsjo0VKQCLcMOY4yGhoaUSqW0uLhY9vsDAAAAAADUCgJBZOeuEDw4VO6WYUdzc7OOHz+ulZUVbW5uVmQNAAAAAAAA1Y5AEFkd2kOwgi3Djr6+PjU0NDBgBAAAAAAAoEAEgsjO1TJciSnDXrFYTCdOnNDW1pZWVlYqtg4AAAAAAIBqRSCIrKIwZdirs7NTra2tWlxc1O7ubkXXAgAAAAAAUG0IBJGdz5ThhkquR/sDRgYGBrS3t8eAEQAAAAAAgDwRCCIr69MyXOkKQemFASOrq6va2tqq9HIAAAAAAACqBoEgsvNpGa7kHoJufX19amxs1PLyMgNGAAAAAAAAAiIQRFbpPQSlFyoEK7geN2fAyM7OjpaXlyu9HAAAAAAAgKoQlWwHEWVTKe0eBIF7B8eiUiEoSR0dHWpublYikWDACAAAAAAAQAAEgsgulVLqIBBMRWgPQYcxRj09PbLW6urVq5VeDgAAAAAAQORFJhA0xvQaYz5njNkwxkwbY+7JcN4vG2O+b4xZM8ZMGmN+udxrrSeHKgQj1jLsaGpqUm9vr9bX17WxsVHp5QAAAAAAAERalLKdj0naljQo6V5Jv2OMucPnPCPp5yQdl/RWSR82xrynbKusN+4KwYNDUWoZdhw/flxNTU1aWFjQ3t5e7icAAAAAAADUqUgEgsaYdknvlvTr1tp1a+3jkj4v6X3ec621/9Za+6S1dtda+4ykP5f06vKuuH5YVyC4F8GWYUcsFtPg4KB2d3eVSCQqvRwAAAAAAIDIaqz0Ag7cImnXWnvJdey8pNdle5Ixxkh6raSPZ3j8AUkPSNLQ0JCmpqZCWWypXL9+vezPzfW83a2tdMtwytUyXKr7FfK87e3t9OdtbW1aWlrSsWPHJKniP/MohZNjY2OVXgIAAAAAAIiAqASCHZJWPcdWJHXmeN6D2s+n/sDvQWvtQ5IekqSJiQkb9UCkra2t7M/N9bxtY16oEDw41mBMye5X6POcx5ubmzU1NaXl5WU1NDREIgSLwhoAAAAAAAAckWgZlrQuqctzrEvSWqYnGGM+rP29BN9urd0q4drqW5W0DDsaGho0ODiora0t/fiP/3illwMAAAAAABA5UQkEL0lqNMbc7Dp2l6SLficbYz4g6Z9IeqO1dq4M66tb7inDTjDYUMkFBdDR0aGuri699rWv1fPPP1/p5QAAAAAAAERKJAJBa+2GpEcl/YYxpt0Y82pJ75D0x95zjTH3Svq/Jf2EtfaH5V1pHXJXCB4ciuKUYa8TJ05obW1Nn/vc57Szs1Pp5QAAAAAAAERGJALBA78kqVXSVUmPSPpFa+1FY8xrjTHrrvN+U1KfpCeMMesHH/+5AuutC+4pw6kqaBl2NDQ06M/+7M+USCT0xS9+UfZg7QAAAAAAAPUuKkNFZK1NSnqnz/Gva3/oiPP1eBmXhVRKuwef7rmmDFeDyclJve51r9PXvvY1jYyM6GUve1mllwQAAAAAAFBx1ZLtoEIOVQgeHKuGCkHHj//4j+vs2bP68pe/zH6CAAAAAAAAIhBEDtZnynA17CHoiMViete73qXOzk498sgjWlpaqvSSAAAAAAAAKopAENm5AkGr/VCw2n5p2tradM899yiVSunTn/60rl+/XuklAQAAAAAAVEy1ZTsoM7u7qx3XQI49SY1VVCHoOHHihN773vdqeXlZn/70p7W5uZnx3JGRERlj8v4YGRkp4ysCAAAAAAAoTGSGiiCiXBWC0kGFYBUGgpI0Ojqqn/7pn9af/umf6o/+6I903333qb29/ch5c3Nzevjhh/O+/j333BPGMgEAAAAAAEqKCkFkZXd3tesKBHetrao9BL1uvfVWvec979Hi4qI++clPsqcgAAAAAACoOwSCyMqmUocCwVSVB4KSdO7cOd17771aX1/X7/7u7+qHP/xhpZcEAAAAAABQNgSCyMhaK+3uandvL31s11o1VHBNYRkbG9OHPvQhdXR06FOf+pT+8i//UqlUqtLLAgAAAAAAKDkCQWR2EAR6KwSrcaiIn97eXn3wgx/UxMSE/uf//J/6xCc+oYWFhUovCwAAAAAAoKQIBJGRPaiYq7WWYbfm5ma9853v1M/8zM9oZWVFH//4x/W2t72NakEAAAAAAFCzmDKMzHZ39/+jhoaKZHLbbbdpbGws3To8OTmp/v5+dXd3y9Tg6wUAAAAAAPWLCkFkZH0CwVpqGfZqbW3VT/7kT+rjH/+4mpubdfXqVc3MzOj69euVXhoAAAAAAEBoCASRkW/LsFSzgaBjYWFBw8PDOnnypFKplObm5hSPx7W9vV3ppQEAAAAAABSNlmFktrOz/x910DLsZYxRZ2en2tvbtbS0pGQyqY2NDfX09Ki3t1cNDbUwaxkAAAAAANQjAkFktHfjhiRp0zVgY9datcbqp7A0Foupr69P3d3dWlxc1NLSklZXVzUwMKDOzs5KLw8AAAAAACBvBILIyG5tSZJu7O2ljz1y5Yok6RUVWVHlNDY2amhoSD09PVpYWNCVK1e0vr6ugYEBqgUBAAAAAEBVIRBERk6FoDsQXHNVC9ajlpYWjY6OKplMKpFI6Pr16xocHFRHR0ellwYAAAAAABAIgSAySi0tSZKWDvYSxD5jjPr6+tTR0aH5+XnF43H19PSosZG3EwAAAAAAiL762QwOeUslk1re2dG2a6gIXtDc3KyRkRH19PRoeXlZ73//+2X5XgEAAAAAgIgjEERGqWRSi1QHZhWLxTQwMKBTp07pb/7mb2TqYAIzAAAAAACobvQ4IqPU0pIWt7crvYyCxWKxsgV0HR0d+u53v1uWewEAAAAAABSDQBC+rLVqvftuff8HP6j0Ugq2t7enhx9+OO/n3XPPPSVYDQAAAAAAQDTQMgxfxhh1vO51urixUemlAAAAAAAAIEQEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCASRVUOlFwAAAAAAAIBQEQgiq1SlFwAAAAAAAIBQRSYQNMb0GmM+Z4zZMMZMG2PuyXCeMcb8G2NM4uDj3xhjTLnXCwAAAAAAAFSjxkovwOVjkrYlDUp6iaQvGmPOW2sves57QNI7Jd0lyUr675ImJf3nsq0UAAAAAAAAqFKRqBA0xrRLerekX7fWrltrH5f0eUnv8zn9/ZJ+y1o7Z619XtJvSbq/bIsFAAAAAAAAqlgkAkFJt0jatdZech07L+kOn3PvOHgs13kAAAAAAAAAPIy1ttJrkDHmtZL+1Fo75Dr2IUn3Wmtf7zk3JekOa+0PDr6+WdIlSTHreTHGmAe032IsSXdK+n7JXkTx+iUtVnoRGUR5bVK01xeltS1aa99a6UUAAAAAAIDKisoeguuSujzHuiStBTi3S9K6NwyUJGvtQ5IekiRjzLettXeHs9zwRXl9UV6bFO31RXltAAAAAACgPkWlZfiSpMaDaj/HXZK8A0V0cOyuAOcBAAAAAAAA8IhEIGit3ZD0qKTfMMa0G2NeLekdkv7Y5/Q/kvR/GWNOG2NOSfpHkj5ZtsUCAAAAAAAAVSwSgeCBX5LUKumqpEck/aK19qIx5rXGmHXXeR+X9AVJ39P+noBfPDiWy0MhrzdsUV5flNcmRXt9UV4bAAAAAACoQ5EYKgIAAAAAAACgPKJUIQgAAAAAAACgxAgEAQAAAAAAgDpCIAgAAAAAAADUEQJBAAAAAAAAoI4QCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdqZtA8PWvf72VFNmP2dnZiq+hGtcW9fVFbG2BvPWtb630Oqv5e8xrqo3XAwAAAAA1rW4CwWQyWeklZJVKpSq9hIyivDYp2uuL8toyWVxcrPQS8lKN3+Ncau011drrAQAAAIBqVzeBIAAAAAAAAAACQQAAAAAAAKCuEAgCAAAAAAAAdYRAEAAAAAAAAKgjBIIAAAAAAABAHSEQBAAAAAAAAOoIgSAAAAAAAABQRwgEAQAAAAAAgDpCIAgAAAAAAADUEQJBAAAAAAAAoI4QCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCAQBAAAAAACAOkIgCAAAAAAAANQRAkEAAAAAAACgjhAIAgAAAAAAAHWksdILQP25cOFCwc+dmJgIcSUAAAAAAAD1h0AQJVNM8Bf0mgSEAAAAAAAA+SEQRChKEf4Fve/q6qrGxsYqcn8AAAAAAIBqQyCIvFQq+MvFvS6qBgEAAAAAADIjEKxi5QrnVldXtbq6WpZ7heHChQuEggAAAAAAABkQCFaRqFbnRZHzvSIYBAAAAAAAOCxW6QUgtwsXLhAGFojvGwAAAAAAwGFUCEYUQVZ4qBYEAAAAAAB4AYFgxNRbEBiPx32Pnzp1KvR7sbcgAAAAAAAAgWCk1HIYmCn4k6Surq5A54cREhIKAgAAAACAekcgGAEXLlzQ6uqqbzBWrfwCvXxeX66QsJhwkFAQAAAAAADUMwLBCquVqsBiA8AgnOutrq6m71doMEgoCAAAAAAA6hWBYAVVexjoDQHLVeHoDQY7OjoKug6hIAAAAAAAqEcEghUSVhiYbW++fGSqtIvH40qlUlpfXz/yWKVbnLu6urS6uqqVlZWC18IEYgAAAAAAUG8IBCug2DCwFJV5mYLFrq4ubW5uqrW1teh7OObm5gKdNzw8nPMcZ33xeJx9BQEAAAAAAAIgECyzQsNAd2BXisq8Ulb7+QWAvb29WZ+TTCYPPS9XONjV1UUoCAAAAAAAEACBYMSVOggsFW8ImCsA9HKf7w4HswWDYYWCEi3EAAAAAACgdhEIllG+1YFOGFgtQaA7BMw3AMzGuZYTDOaqFiw2FJSO/qwICAEAAAAAQK0gECyTWgwDi60CzJdz/WyhoDNoJIxQ0C3Tz4+gEAAAAAAAVJvIBoLGmA9Lul/SiyU9Yq293/XYGyV9TNKopG9Jut9aO12BZQaSTxhYSBAYdEiHnyCDO7Ldp5AQcGZmJuvjo6OjWR/v7e0NFAqWg/tnSzgIAAAAAACqQWQDQUlxSb8p6S2S0iNujTH9kh6V9POSviDpX0r6jKRXVmCNoconDAyrOi9ImBiLxZRIJAq+h18A2N/f73vu4uJi+vxcwWCu9uGwqwRzYSgJAAAAAACoBpENBK21j0qSMeZuSe7U512SLlpr//Tg8QclLRpjXmSt/UHZF5pDvq3CucJAJ8ALqz03yHV2dnbU1NSU97XdQWCmANDLfV62YLC3tze9p2BfX9+Rx8tZJehGKAgAAAAAAKIusoFgFndIOu98Ya3dMMY8d3A8coFgUCsrKzp+/HjGx8MOAkulkBAwk/7+/nTFYLZQMGoIBQEAAAAAQJRVYyDYIema59iKpE7vicaYByQ9IElDQ0Oampoq+eLcgu7tt7Kyor29PW1ubvo+vrS0pFgspvb2du3s7IS5xEBSqVTWx92hXHNzszo6OiRJ1tqi793X16f19XUtLCz4hqGxWEzLy8u+z02lUpqdnVV3d3fR68jX448/ruHhYSUSibLfO5OxsbGMj7nfK6dPny77e6UYUfoeh6XWXlO1vZ5s7xUAAAAAqAXVGAiuS/L21XZJWvOeaK19SNJDkjQxMWHL/UdekJbVeDyuhoYGtbS0qLW19cjjQSsDcw3qyCTXPn0Ob8uw937FVgNm09nZqcXFRd+25Z6eHi0vL/t+71pbW7W6ulqxSc2rq6vq6+urinDB/V65++67y/5eKVa1rTeIWntNtfZ6AAAAAKCaVWMgeFHS+50vjDHtks4eHK9KXV1dvtWBucLAYkM59wCPbJqbm7W1tVXUvSRpejr7IOgzZ85kfKy/vz9j6zAAAAAAAACCi2wgaIxp1P76GiQ1GGNaJO1K+pykf2eMebekL0r655IuRG2gSJBhIs5UYT/ZwsCw9ukL+lxrrTo7j3RkB+INAYeGhnzPm5+f1/T0dNZQEAAAAAAAAMWLbCAo6dck/QvX1/dJ+oi19sGDMPA/SvqUpG9Jek8F1hcKv3bWIGFgKVt0w+AOAjOFgG7OObUWCs7NzdEqCQAAAAAAIiWygaC19kFJD2Z47C8kvaic6wlbtupAqbgwMFdrrpS9PbdQQasBg1ynlkJBAAAAAACAKIlsIFjNgrQLS9mrA71yhYH5hHFOe242QQI5v2sUGgK6nz8/P+/7GPsIAgAAAAAAFI9AMIK81YHZwsB8W3ODnue+bnt7uzY2Ngq6TpgWFxcJAwEAAAAAAIpEIFgBmdqFM1UHStnDwFIEc+5rxmKxgoeKAAAAAAAAIFoIBCvEr11Yylwd6DU9PZ01CJycnAy8lvHx8cDnltr8/Dz7BwIAAAAAAJQQgWAV8FYHZgoDvSHgqVOncl47Ho9nDA+jFBQCKJ/Xv/71+upXv1rpZQAAAAAASoRAMGRBB4p4LS0tHTnmVx2YaRiIE+oFCQHdsp3vXLO7u1srKyvp46UKCrNVB2baPzCZTCoWi5VkPUC9+trXvlbpJQAAAAAASohAMEK87cLS4epAvz0DCw0Cg3Cu2dTUpPb2dkn+FYVhBISZJgsHcfz48aLvD2Dff/9n/0x/pwT/ngAAAAAAooNAsMzi8XjG/QOD8GsVzhUGXr58Oevj586dC3x/773cAWGhwaATBuZbHQggfBf/y3/RBEOEAAAAAKCmEQhG1MzMjO9kYbfJycmMYaA3BBweHs54Hb/AMGhI6NzfCQbzDQWDhIGZJJPJrNdeXV0tSeUkAAAAAABANSMQjIC5ubmc++B5B4lkGgTiDveyhYBu3vPm5uYOXee2227LeY1Tp07lHQoGDQOzVQcODw9rc3Mz0P0qIejPAAAAAAAAoFwIBCPC2aMvH97qNyfEKzaEcj9/bm5OV69eVSKRyFk16ISCQRQbBiaTScI2AAAAAACAAhAIViG/6sCwwkC3Nw4MSAMDSlirnuFhfer8+bz2G8wkjDAwl9XV1QJXBwAAAAAAUNsIBEN04cKFUK7j3T/Q2y4sHa4OLEUY6Gi9fFnm+ed19Xvf05sl3dTVpf+8ulpwMBhGm7AU7LVWev/AiYkJTU1NVXQNAAAAAAAAXgSCVSbT3oG5ArJLly7lvPYtt9zie3w5ldL3dnf3v/jKV/TAfffpf+S82lFhhIG0CgMAAAAAABSHQLCM4vG4urq6ir6OX3VgJu4gMFvQNjMzc+jcW265RY9dvSp1danl7rv1jv/tf1Pr5cuy/f3a6OzU5Tzbh8MKA4OIwnThiYmJit4fAAAAAAAgEwLBGpCpYs4J+HK133rPccJBd8WgEw5qe1tKJApaZxhhINWBAAAAAAAAxYlVegH1bm5uTr29vRkf99s/0JGtOjCfMNDLeU6uNuNc1YmO+fn5soWBURgmQnUgAAAAAACIMgLBiJmZmcn42OTk5JFWWL+QrJgw0DE6OqrR0dGMoWAYlXqlqgysdLswAAAAAABAlBEIRpB7wnC+wggDvRYWFgp+rrN3oFcpwkCqAwEAAAAAAHJjD8Eqla1dN1vI9vTTT/sev+222zJea2trK7/FeWRqFy7FnoGVrA4kDAQAAAAAANWAQDAkFy5cyPp4PB7P+5rT09NZH/eGZdn2/HMHgWNjY4cem5qaSj+eKRj0DhnxE4/HNT4+nvUc6YXqwFwYIAIAAAAAABA+WobLqKur69DXc3NzOZ/jDBTx2z/Qj1/VnRP2jY2NHQkDvcf9KgizDT3JJtswkVzVgfmGgZVuF6Y6EAAAAAAAVAsCwQpzh23ZBoq4BZ3u6+YXBBZyTrFyVQc6rcKFYJgI8jEyMiJjTF4fIyMjlV42AAAAAABFo2U4YoIOFPFrF85UHZhP0Dc2Nqann346Y+twGHINPKm2VmGqA6vT3NycHn744byec88995RoNdFjrZUxptLLAAAAAACUABWCEeXeP3BycrKga2QaIAIAudhUqtJLAAAAAACUCIFgCEoxUER6Yf9AKXs7bLZhIuVoAw5LIXsHVhrVgahVdm+v0ksAAAAAAJQIgWCZ+A0Uce8fGHTvvMuXL/uGZrnacMttfn7+yLHFxcXIrROAPwJBAAAAAKhdBIIREnT/wCDy3TuwFDJNGC6VQisxARxFIAgAAAAAtYtAMILC2D+w3ngrMMuBdmHUMgJBAAAAAKhdBIIl5le1Njc3l/N5fvsHXr58+ch52fYPrEdUCQLh2CMQBAAAAICaRSBYpFwDRST/6jX3/oEzMzPq6OgIdL+o7h8Yj8c1Pj5e9HWChKWZON9nQkEgBASCAAAAAFCzCAQjJox24SjsH1gId0haqHKFgrQLo9ZRIQgAAAAAtYtAMIL82oXLZWpqKtB5hVbyzczMFPS8fFRiP0Gg1rCHIAAAAADULgLBMis0SLt8+fKRduFLly6VpF34tttuO/R1MpnULbfccuS8c+fO5XXdIFOUe3t7i2obdnR1ddE6DBSDQBAAAAAAahaBYAnF4/FA+wcGCcrKIWh1YDmEEQpK7CcIFIqWYQAAAACoXQSCRQgyUCQfYewfWCxvdWAlOIFpsaFgqVqH2T8Q9YCWYQAAAACoXQSCEeO3f+Dly5dLft9M1YFh7/nX398f6JphhYISVYJAIQgEAQAAAKB2EQhWCb/9A8OWqTpwcHAw9HsFEebUYQD5IRAEAAAAgNpFIFhG3mq3YvcPDGugSL57B87NzQUaKOJugfYKWnkY1pARAPmxqVSllwAAAAAAKBECwRLJ1KYapOqtnPsHOmGgX3XgzMyM73ThINytz15OCFquUDDMicPsH4h6Ya2t9BIAAAAAACVCIFhC+bSrJhIJ3/0DSylbGFhq+VZGUikIlBctwwAAAABQuwgEI65UA0VyhYFhDxPxE3TAiBuhIFAetAwDAAAAQO3KKxA0xsSMMTcbY15kjGks1aICrqXXGPM5Y8yGMWbaGHNPJddTSqUaKJKrMtCvXTjfQC7bPoKOfFqHC1kDgPzRMgwAAAAAtStwIGiM+VFJz0n6gaSnJCWMMf/RGFP8KNjCfEzStqRBSfdK+h1jzB3luvmFCxfKdStfxQwUmZqayhoG5groggwUkbLvI+goZD9BqbBQMKx9BIF6QIUgAAAAANSufCoEH5L0fUl3Sjol6X5Jd0l60hgzGP7SMjPGtEt6t6Rft9auW2sfl/R5Se8r5zqi6rbbbss4OThXGOgodJiIn1xVgoWGgvnIZz9HAJn3EBwZGZExJq+PV73qVWVePQAAAAAgm3zafm+R9DPW2mcPvv6cpM8ZYz4l6aOSfibsxeVYy6611t07e17S68q4hqqTKSQspaGhIc3Pz+c8r7+/X4uLi5qZmQlU/egMGfG2UwMIR6aW4bm5OT388MN5Xeuee2p2RwcAAAAAqEr5BILf1H577rOe4w9K+m5I6wmqQ9Kq59iKpE73AWPMA5IekPaDqTADsdVV7+0PS6VS2tzcPHQsFotpZ2dHkpRMJtXX15f+o7u5uVmxWEyLi4s6c+ZM+jl9fX1qaWk5dJ3BwUG1t7dnvf/p06fV3d2d/npxcVGnT5/WyZMnsz4vmUxqYmLi0LGmpqZD63F/7eju7lYs5l9w2t7ersXFRfX19WW9d19fn9bX17WwsBCoCjAWiykej6ujoyPnudL+zyTXzy2XfH+HEolEUfcL09jYWMbH3O+V06dPVyQ8LlQx3+Pr16/n/ZxyfG+i8HsTn5vTjQyVtVH9voUl23sFAAAAAGpB1kDQGPOY9sO+70j6fUn/P2PMT1lrZ12n9Ukq91+v65K8f6l2SVpzH7DWPqT9VmdNTEzYMP/IyxUsra+vq7W19dCxRCKRDtO2trbU2flCfrm1taVjx45pZWXlUNiXSCSOXGdhYUHNzc1Z7//888+n7+WeKLyxsZH1eQsLC4eCRMeNGzc0Nzenc+fOpUNNt5WVlYwhXmdnp+bn57WxsXEo7Mx07uLioq5cuZKzUrCnp0fJZFJNTU1Hvkd+dnZ2im4dLuR3qBrCBfd75e677w71vVIOha63ra2tbPeK6n0yGRoa0qkMa4jy9w0AAAAAkFuuCsG/kvRSST+r/X0DJelZY8yjkp6U1CDp5yT9/ZKt0N8lSY3GmJtdLcx3SbpY5nVUjSD7Bgbdw68QQVuHpRfahwFUzh5DRQAAAACgZmUdKmKt/XVr7f9urR3WfrvwWyT9+sHDH5D0ryTdLOn/Lukqj65rQ9Kjkn7DGNNujHm1pHdI+uNyriMs09PTvlV5ly9fPrJH3qVLl46c5/X0008XvJYwh4l4DQ0N5Rww4ujv7w8UUPb29mppaanYpQHwyDRUBAAAAABQ/QJPGbbWXrPW/ndr7b+z1t5jrb1d+3v2vVbS/1OyFWb2S5JaJV2V9IikX7TW1kWFYJChG+Vuzzt16pQmJydznpdPKCiFW7XY1dWleDxe1DUuXLgQ0mqA6HEPEiEQBAAAAIDaFTgQ9GOt3bTWfsta+/GwFpTHvZPW2ndaa9uttaPW2vzGXtaoYqoDyylIKNjf3x/4enNzc8UsB4AkEQgCAAAAQF0oKhBEtDhhYCU37w9aJSgFDwVzVQnmmrgcNqoEUauoEAQAAACA+kAgWGMKDQNnZmaK3j/w1KlTuU86kE8oGEWEgqhF7hCQQBAAAAAAaheBYBXJNlDk6aefzhgGjo2NlbWVOEiVoBQ8FAw6YCRo23Cx+wgCNYsKQQAAAACoCwSCZdTb21v0NfwGikRp30CnSjDsUDCXoN/brq6uou7jRpUgao11f04gCAAAAAA1i0CwTEo19CIK+wZ6FRoK5hLmxOGwEAqiplAhCAAAAAB1gUAwoi5fvqzh4eFA5wYJA8vdNpxvKChlrxIMOnG4Em3DhIKoGe5AMJWq4EIAAAAAAKVEIFigiYmJ0K85OTmZcTDHpUuXjrQLR6lV2E8+oWAYVYKVaBt2EAqiFhwaKmJtljMBAAAAANWMQLDK5dsqXO4QMd9QMIwqwaDCHi5CKIhqZ2kZBgAAAIC6QCBYpbJNFc6k2H0Gh4eHdfny5byfl2/7cLEDRoK0DZeiSlAiFKwFm5ubunr1qubm5vT8889rcXFRW1tblV5WeRAIAgAAAEBdIBCsAt524ai3CvsJGgoGaR0Oo23YEXaVoEQoWK12d3f1/PPPa3Z2VisrK0qlUtrZ2VEymdT09LTi8bh6enoqvcySYsowAAAAANQHAsEK86uGCzJQpBRThS9duhT6Nd0KGTTiFWbbsFMlSCiI7e1tzczM6Pr16+rv79fZs2d15swZjY2N6ezZs+rr69PGxoZ+4Rd+QRcvXqz0ckvHVSG4x1ARAAAAAKhZBIIREHSghlR8dWCmacPegSWlkmloiluuvQSDCDptuFStw6geu7u7mpub097enkZGRtTb26tY7IV/GhsaGtTX16exsTEtLi7qs5/9rL72ta/V5NCNQ6+pBl8fAAAAAGAfgWAF+LW8Li4u+p7rV7VXiurAciumSlAKt21YokqwXllrdeXKFaVSKQ0PD6ulpSXjuU1NTfqDP/gD3XXXXfrqV7+qL33pS9qrtbZa95ThWnttAAAAAIA0AsECFRv2+LW+Zqqec6r3qnHvQD9BqgSzCXvacClbhxFtiURCm5ubGhwczBoGOlKplN7xjnfo1a9+tb797W/rz/7sz2oqFLS0DAMAAABAXSAQrDK1UB3oyFYlWGzbcG9vb+C2Yal0oWA+a0B5nThxQslkUp2dnXm1jhtj9KY3vUlvfOMb9b3vfU+f/exnlarB8KwWW6IBAAAAAPsIBCMmyECRWlBslWApUClYP6y1+lt/628pFovpxIkTBV3jNa95jd7ylrfo6aef1mc+8xnt7u6GvMryc4eAv/ZP/kkFVwIAAAAAKCUCwRIIK1C6dOlS2dqFs+3J54hStVt/f39J1lyKUJC9BKPnBz/4gUZHR3XixAk1NjYWfJ1XvvKVevvb365nn31WjzzyiLa3t0NcZQW4AsGV1dUKLgQAAAAAUEoEgiVSium1pW4XvuWWW3Kec+7cuZKuIUyFDBeRqBSsdXt7e3rsscd07dq1UN6nd999t97xjndocnJSn/70p7W1tRXCKivDPUgkZkwFVwIAAAAAKCUCwQqanp7W0NBQpZcBH4SCtev8+fNKJBJ67LHHZEIKvV7ykpfoXe96l2ZnZ/WpT31KN27cCOW6ZeeqECQOBAAAAIDaRSAYAZOTk+rp6an0MrKam5urqupAR77DRdxKUeWJyrLW6hvf+IZOnjypH/zgB6Fe+84779RP//RPKx6P6w//8A+1srIS6vXLwRIIAgAAAEBdIBAsg7m5uYLbV6XS7x+Yy9LSUkXvX2lUCdaOZ555RolEQq961atKcv3bbrtN733ve5VMJvXxj39czz77bEnuUw60DAMAAABA7SIQrBKl3j8wl2qsDgwDVYK15a/+6q/U09Oj22+/vWT3OHfunB544AF1dXXp4Ycf1r333quOjg4ZYwJ/lCqwzIUKQQAAAACoD4WP10ToLl++rOHhYUmHJwyX2szMTMaBInNzc7rtttu0s7MT6j3LWXXntA0739tCxONxnTp1KsRVodxmZ2c1Ozurt771rYrFSvv/hfT19emDH/ygvva1rymVSulXfuVX1NPTo+7ubjU1NeV8/j333FPS9WXkDgSpEAQAAACAmkWFIDIqdO+9XJwwcHx8vCTXDxtVgrXhf/2v/6WWlha99KUvLcv9mpqa9KY3vUn/6T/9J7W1tSmZTGpyclJzc3NaWlrSjRs3DlXkRcGhKcMVXAcAAAAAoLSoEIywmZmZ0KsEp6amdNtttx26hx8nDAyzVdhdFZgrDJyfnw/tvsD6+rp+8IMf6OUvf7mOHTtW1nsnEgmdOnVK29vbWllZ0cbGhq5duyZpvwqvqalJjY2Nh/5zbGxMyWRSXV1damws3z/TtAwDAAAAQH0gEIyQc+fOpduGb7nlFl26dCn92NTUVMn2EczULlxIGJirFTifqsAzZ87kfX/Az3e+8x3t7e3pZS97WcXWcOzYMZ04cUInTpzQ9va2bty4oa2tLe3s7GhnZ0dbW1tKpVKSpPvvv18f/ehHJUnt7e06ceKEhoaGNDQ0pJGRER0/frzkLb20DAMAAABA7SIQrAK33XZbKJOGp6amDn2dqzowk2yhXxhtwEGqAxcXF4u+D+qDtVZPPvmkxsbG1N/fX+nlSNoPB/0qFff29rS7u6uPfOQjevTRR7WysqKVlRVdvXpV3/72t7W7uytpv419fHxc4+Pjuummm9TZ2RnOwqgQBAAAAIC6QCBYZ9ztwtLR6sBsrcL5tPwWygkDg1QHlmvoCqJvZGQkY5B97tw53Xffffrd3/1d3X///eVdWJ5isZiOHTumyclJveQlLzn02N7enhYXFzU9Pa2pqSldunRJ58+flyQNDg7q3LlzOnv2rEZHR9XQ0FDQ/d0tw+whCAAAAAC1i0AwAsbHx5VMJtXe3p71vGLahoNWB0rZw8BSB4FS7jAw3+rAZDJZ0Jocq6urRT0fpTc3N6eHH37Y97F4PK7NzU396q/+6qE22IpN8i1QLBbTwMCABgYG9KM/+qOy1mphYUGXL1/Wc889p29+85v6xje+oWPHjml8fFxnz57VuXPndPz48cD3cA8VoWUYAAAAAGoXgWAZDA8Pa25uTr29vYeOnzlzRtPT0xoaGsr4XGewSDFtw04YGKQ60BsGxuNxdXd3RyIIlF4IA/OtDhweHs5vYR6nTp0q+LkTExNF3RuFS6VSWl9fL8uee+VmjEnvK/ia17xGW1tbmpqa0uXLl3X58mU988wzkqTe3t50ODg6OqqWlpbMF6VCEAAAAADqAoFgBM3NzfkOFpHyrxL0CwNnZmYytgq7OVWB/f392nNVDhXLu0dg0OEhhYSBVAfWt7W1NUn7e+7VuubmZt1666269dZbZa1VMplMVw9+5zvf0RNPPCFJam1tVW9vr9ra2tTc3KyGhgbt7u5qd3dXm6urWn/Tm2QbG3WbMfrt3/5t7e7uqrW1VZ2dnTp58qTOnTsna23NBawAAAAAUE8IBEtkdXW1oBDCmTTs5q0SDBoKZgoDvfz2DQzSIhxk+Ecm+U4QLrQyUKpsdSAqa3V1VceOHVNzc3Oll1JWxhj19fWpr69Pr3jFK7S7u6uZmRnNz88rkUhoeXlZ6+vrSiaT2t3dVWNjoxobG6VUSkqlFNva0ubmps694Q1qaGjQ5uamVldX9cQTT+i+++7T5OSkent71d3dTTAIAAAAAFWIQLAETp06lXUSr7QfcLknnvb39+u55547Ej55qwSDhILu/QL9wkB3dWA+YWChlX3FcO8XmG8YmEwmiwoDw6gOLDaMROG2t7d148aNUCcLx2KxsgRghdynqalJOzs7eT1neHhYs7Oz6a+Tzz2nP/roRyVJ31la0v/xqU8dOn93d1cTExN6//vfr6tXr2p1dVUnT55UU1NTXvcFAAAAAFQWgWAFjI6OHqrUm5+fPxQEOlWC7jDJqRKUXgj5su0p6N0vsJgwcGVlRRsbG5LKEwJKxQeBUnFhnBMGUh1YvZyfYZjtwnt7exmHl2RSyPCSQu9T7NrcU4b9AsnGxkY9/fTTGhkZ0erqqq5du6aZmRmdPn06+96EAAAAAIBIIRAso2QymXGwiCMej6dDKO9egu5QUDoa+mVSTBg4Pz+v9vb2qggCpWiFgRMTE0emO6M8rLVaXV1VW1vbfissAnFPGc42VMQYo+7ubrW0tOj555/X3NycRkZG6q41GwAAAACqFX8pF2hiYkIXLlwIfL4zadjN3Ta8srKi8fFxTU5OSjq6l6A7FJSChWV+QaCUOQz0BoGOvr6+3C+wAO7wz1FICOiIUhiIytrc3NTu7m6o7cJ1wV0hGOD05uZmjYyMaHZ2VnNzcxodHaV9GAAAAACqAIFgCWUbLOJuGz5z5syhcMypEvS2DjvBXrZg0Ds0pJgw0KkKdLcRuvkFevkqJgB0bGxsaG9vr+j9+sIMAycmJoq+Bgq3urqqWCymjo6OSi+lqrjf6UH3MGxqatLp06c1OzurK1euaGRkhEEjAAAAABBxBIIlkmmwiLdt2F0lOD8/n64S9GsddrhDPvfAEb/H3bxhYKYWYSnzXoHeEDCMQK8QTjWgtF/B2NraWtT1qAysHXt7e1pbW1NnZ6disWyNrzjCFf7n851rbm7W4OCgrly5omvXrmlgYCD8tQEAAAAAQkMgWEbetmF3lWBfX196cIc7FHTCO6d92FsFlyn8c3Pfs5AwcH19XVtbW+k1V5I7CHS+F5ubmwVfzz1JOKwwkOrAylpfX5e1NtRhIrXKO834VHOzfvlgerlR8CpBSers7NTm5qaWl5fV0dGhtra2kFcLAAAAAAgLgWCJ+bUN+1UJ9vX1pQeMDA0NHakUdNqHnXAvSHusXxAoHQ0Ds1UFLi4uqrm5ORKVgFJx+wN6laIqkDCw8lZXV9XY2Fh01Wg98E4z3rlyRcmHHpK0Hwb6TS3ONjW5v79f6+vrWlhY0JkzZ6jQBAAAAICIIhAsQq7BIn5tw9mqBB3z8/MZQ0FJh4LBXPyCQCl3GOi0Bo+OjmpnZyfQvYrlDf8cYYaAUmmqAiXCwCjY3d3V9evX1dvbyz52hchzqIhXLBbT4OCgnn/+eS0tLZVsIBEAAAAAoDgEghXirhIcHR3VwsKCOjs701WCfqGgpEPBYFB+QaDkHwa69wjMtyowU6AXVNjBn1epgkCJMDAq1tbWJO23r6I4sQID1fb2dnV0dCiZTKq7u1uNjfzXDAAAAABETeT+UjPGfFjS/ZJeLOkRa+39nsffKOljkkYlfUvS/dba6TIvMzCnStDdNuytEnQ4A0acgG56ev9lOSGeNxjMJZ8g0Lm/lDsIzBb8lTrUy5c7BJRKMzSEMDA6VldX1dzcrObm5kovpToVWSHocFqHE4mEBgcHi18XAAAAACBUkQsEJcUl/aakt0g6tAmYMaZf0qOSfl7SFyT9S0mfkfTKMq8xLVfbcCZOKOhUCfb29urKlSuHpg77VQs6Jicnc97Dfb70QhDoXNstVxhYyr38SqGU1YBuhIHRsb29ra2tLZ04caLSS6kJxQSCx44dU09Pj5aXl9XT0xPWkgAAAAAAIYlcIGitfVSSjDF3S/KmTu+SdNFa+6cH5zwoadEY8yJr7Q/KutA8+FUJOrytwzMzMxlDQUkaGhqSdDTsy6bYINAZDBDlELAclYBehIHR4vwO0C5cBFeFYKEtw46+vj6trq4e2oYAAAAAABANkQsEc7hD0nnnC2vthjHmuYPjkQ0EHd6Jw06VYDKZTIcY7lBQ0qEWYumFNmKHExC6uQNAR6Yg0LmnH6cq8Pjx45Ga2OoN/1KplEZGRsq6BsLA6FlbW1NbWxt71hXBhtQyLEkNDQ06fvy4EomETp48WeTVAAAAAABhqra/nDskXfMcW5HkWxJkjHlA0gPSfnA2NTVVkkV1dXXlnPrb0dGhlZUVbW5uHjre19enpaUlXb9+XW1tbZKU/uM5mUxqbW1NHR0d6fPd4V0ikUgPUXBrb28/Mt3T+UN/fX1dktTc3JyuTPROEd7Y2Eivze/xUrtx40bWx7u7u4+c7w0JS2l4eDjw71IikSjtYvIwNjaW8TH3e+X06dMle6+UQiKR0PDwsHZ2dtTR0aHr168Hfm4+59bDc1Ku914sy/WC3qe5uVnGGL30pS+tqt+pbO8VAAAAAKgFZQ0EjTFflfS6DA9/w1r7mhyXWJfk7bvtknQ0FZNkrX1I0kOSNDExYUv5R16QQKqrq8u3dbi1tVXxeFxra2vpkE5SejP+mZmZ9DGnldj7eS75VARKR9uD860QLCagK6Taz68dO2yFVgVWQ7jgfq/cfffdJX2vlMLExISMMerr60u3uAfhhPD5qOXnbDc3y4n6jDEZr5fPfUZHR/Xggw9WxfsAAAAAAOpFWQNBa+3ri7zERUnvd74wxrRLOntwvKLyGS7ibR2WlG6tc+8p6HACPHcrsZQ7EPTu3VVIEJhNttCvHHv4lRMtwtGVSqV05513qqOjI68wENmF9Z1sbm4+1IoMAAAAAKi8yLUMG2Matb+uBkkNxpgWSbvW2l1Jn5P074wx75b0RUn/XNKFKA8U8XIGjPiFgk4Y57QfZwoGpaPhoJ9MAaCbEwYGDQIrMbyjkggCoy8ej6utrY1hImEIcQ9BAAAAAEB0RS4QlPRrkv6F6+v7JH1E0oPW2msHYeB/lPQpSd+S9J7yL9Ff0CrBbKGgdHjYiHQ0GJSChX2Z5FsReOPGjUP7CNZ6CCgRBFaTH/7wh9rY2FB7e3ull1JTTJFThgEAAAAA0RW5QNBa+6CkB7M8/heSXlSu9eQrzFBQUs5gMB/5BoHuasB6CAElgsBqs7W1pdnZWX3/+9/XS1/60kovp/odVAjuWRtayzAAAAAAIHoiFwjWE3comEqlfAd3uIM77yTjXAGhOwD0u14m3iCwnBN8K4EQsHrFYjG94hWv0Ec/+lG9733vq/Ryqt9BIGhFhSAAAAAA1DICwRLIZ8CIU3k3OzubsVrQ4Q3zvAFhrvNzqbeKQILA6tfU1KSbb75ZV69erfRSakrKWvYQBAAAAIAaRiBYIvmEgpLU3d2t9fX1dCiXLRh05Bv4ZVIvQSABIJCdMw14T+FNGQYAAAAARA+BYAnlGwo6YZzTRiwFCwYLVetBIAEgUJiUtYrRMgwAAAAANYtAsMTyDQWl0gaD3v0AqzEI9AZ9U1NTGhsbq8xigFpyUCFIIAgAAAAAtY1AsAwKCQWlw2FdPB4/9FjQgNBvIEi5Q0Aq9YAqsbcnSdq1Vg0VXgoAAAAAoHQIBMuk0FDQ4Q3xvAFhPs8tFYI/oModVAjuUiEIAAAAADWNQLCMig0F3aLQ6ksACNQW6woEW2KMFQEAAACAWsVffGVWCyHaxMRETbwOAB4HLcMpa/kvBwAAAACoYVQIVoATpoVVLVgOBIBAHTioENzZ21NDI//1AAAAAAC1iiKQCqqGSruJiQkNDw9XehkAyoE9BAEAAACgLhAIRkAUQ8FqCCsBhMvSMgwAAAAAdYGesIgYHh7W2NiYpMq1EhMAAnWOCkEAAAAAqAsEghFUzj0GCQEBpB0Egilr1UAgCAAAAAA1i0AwwrxhXVgBISEgAF8HLcM7tAwDAAAAQE0jEKwiBHkASsrTMmytlaFSEAAAAABqDkUgAABJknW1DEtKVwwCAAAAAGoLgSAAYN9BALjrBIKpVAUXAwAAAAAoFQJBAMA+V8uwJFkqBAEAAACgJhEIAgD2eQJBWoYBAAAAoDYRCAIAJL1QEUiFIAAAAADUNgJBAMA+KgQBAAAAoC4QCAIA9hEIAgAAAEBdIBAEAOyjZRgAAAAA6gKBIABAkmQPgsCr29v6q+VlmWPHKrwiAAAAAEApEAgCACRJx8bH9YVr1zS1uak/XVhQQ0dHpZcEAAAAACiBxkovAAAQDcdGRvQ/kslKLwMAAAAAUGJUCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCAQBAAAAAACAOkIgCAAAAAAAANQRAkEAAAAAAACgjhAIAgAAAAAAAHWEQBAAAAAAAACoI8ZaW+k1lIUxZk3SM5VeRxb9khYrvYgMorw2Kdrri9LaFq21b811kjHmmqTpMqwnLFH6Hoel1l5Ttb2eQO8VAAAAAKhW9RQIfttae3el15FJlNcX5bVJ0V5flNdWK2rxe1xrr6nWXg8AAAAAVDtahgEAAAAAAIA6QiAIAAAAAAAA1JF6CgQfqvQCcojy+qK8Nina64vy2mpFLX6Pa+011drrAQAAAICqVjd7CAIAAAAAAACorwpBAAAAAAAAoO4RCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCAQBAAAAAACAOlI3geDrX/96KymyH7OzsxVfQzWuLerri9jaAnnrW99a6XVW8/eY11QbryeQanmvVOH3v+5fWxW9LgAAAFSpugkEk8lkpZeQVSqVqvQSMory2qRory/Ka8tkcXGx0kvISzV+j3OptddUa6/HUS3vlVr9/ku1+9pq9XUBAAAgOuomEAQAAAAAAABAIAgAAAAAAADUFQJBAAAAAAAAoI4QCAIAAAAAAAB1hEAQAAAAAAAAqCMEggAAAAAAAEAdIRAEAAAAAAAA6giBIAAAAAAAAFBHCAQBAAAAAACAOkIgCAAAAAAAANQRAkEAAAAAAACgjhAIAgAAAAAAAHWEQBAAAAAAAACoIwSCAAAAAAAAQB0hEAQAAAAAAADqCIEgAAAAAAAAUEcIBAEAAAAAAIA6QiAIAAAAAAAA1BECQQAAAAAAAKCOEAgCAAAAAAAAdYRAEAAAAAAAAKgjBIIAAAAAAABAHSEQBAAAAAAAAOoIgSAAAAAAAABQRxorvQCE48KFC6Fda2JiIrRrAdXu/PnzeT/nrrvuKsFKAAAAAAAIB4FgFQkz9MvnPqurq1pdXT10jNAQtayQEDDb8wkIAQAAAABRQiAYceUKAfPlty5CQlRKrgAvUyBXbPAXlHMfgkEAAAAAQBQQCEZQVEPAXLzrJiBEKXhDvLW1NXV2dub1nEpxr4NwEAAAAABQKQSCEVKtQWAm7tdDOIhiRSXUCwtVgwAAAACASiEQjIALFy5odXVVXV1dlV5KyRAOolC1FgR6EQwCAAAAAMqNQLCCaq0iMCjCQQRV62GgG8EgAAAAAKBcCAQrpF7DQC/CQWRST2Gg2/nz57W2tqaxsbFKLwUAAAAAUKMIBCuAMNAfQ0ngqNcw0I2KQQAAAABAqRAIllEpgsB4PB7ovFOnToV+71LL9v0iLKxdhIGHnT9/nlAQAAAAABAqAsEyCSMM9Av/ggwiWV1dzRkcVltg6P5+rq6uanV1Nf01YWH1Igz0R7UgAAAAACBMBIJlUEwY6A7yCp1CnOt52QLDagsKJVqPUT5XrlzxPd7V1XUopHY7efJkwfcjGAQAAAAAhIFAsMQKDQOdgK7QEDAfme7hBIWpVErr6+vp49UWEhIQVocwqgMzBXS55BPSee+R6f3jd3x1dTX9fIJBAAAAAEClRDYQNMZ8WNL9kl4s6RFr7f2ux94o6WOSRiV9S9L91trpCiwzq0LCwHIGgbk4a9jc3FRra6uko9WE1RYOSkw2jqJiwsCVlZV0YF3I+8Yd0gVRzHvT/Vz3PQsNB9lfEAAAAABQiMgGgpLikn5T0lsktToHjTH9kh6V9POSviDpX0r6jKRXVmCNoSk21CgX79oIB1FJTqgWVkhXTs59i60apFoQAAAAAJCvyAaC1tpHJckYc7ekYddD75J00Vr7pwePPyhp0RjzImvtD8q+0AzyqQ4spCpwbm4u0HnDw8O5TyqCe82EgyhEIdWB7iBwc3Mz7CWVlTcYpFoQAAAAAFBqkQ0Es7hDUjpBsNZuGGOeOzh+KBA0xjwg6QFJGhoa0tTUVFkWGDSsk/YrAyWpoaEha7CxtLR06OvOzs5A1/cbFnL8+PHA65OknZ2dQOc1NTVJkm7cuKHZ2VlJUnd3d173KsSNGzdCv+bjjz8uqfhANZFIhLGcUIyNjWV8zP1eOX36dNneK5K0traW1/nOe6alpUWbm5uBfz+Xl5fV09OT7/LKxnn/zM3NaW9vr6BrhPV7G7YovQ+CiOp7pVDV9v3PR62+tmp5XdneKwAAAIi2agwEOyRd8xxbkXQkIbPWPiTpIUmamJiw5fgfrhcuXAhc6RePx9XQ0JCucnL26XNzh4u9vb15r8cbgCSTySN/aAQJD/zWluvc1dXVdBt0qSsGS9X26Z4UW2jVYDX8weR+r9x9991lea84nIAviCtXrqTfM27u389ME7N7e3uVTCYzXjvs39FM68h1r9bWVi0tLaXfO4VUDK6srESuWrAa3gdBVPK9UoxqWWchavW11errAgAAQDRUYyC4Lsmb/nRJyq/MqMJytQk7QWAhIWA23uslk8lDoWOYlUW11E4svdBSTDtxeAppF870nnH/jmV632R7P3kDvEJ+T4OsIZlM5nw/tLS0qLW1tag2YvYWhNeDDz6oBx98sNLLAAAAABAB1RgIXpT0fucLY0y7pLMHxysq6L6B2cLAYisC8+W+RznCQfeUYoJB5OPKlSs5w8Bi3jPe5/pV+Pn9znrPy7UG73su2/uhq6srlKEjhIKQpI985CMEggAAAAAkRTgQNMY0an99DZIajDEtknYlfU7SvzPGvFvSFyX9c0kXojRQJJsgYWCuQGFmZibQvUZHR/NaW6ZwMBaL5dUynE0tVQ0SDBYnn+pAJxDzs7y8LClYoJeN93fQr5rW75phhZCZgsEwho4QCgIAAAAA3CIbCEr6NUn/wvX1fZI+Yq198CAM/I+SPiXpW5LeU4H1HRKkOjBbGOgMDckULnhDwP7+/pz38z4nn4DQvY7l5eWSVA5mCgcd1RISXrhwgVCwDPzeN/F4XMYY32BNkvr6+gJdO5FI5AyoS12x6+xx6LwmbwjvrhakhRgAAAAAUIzIBoLW2gclPZjhsb+Q9KJyricsmSoDY7GYb+DgDvWChIBu7vMXFxfT18q3crC9vT09AdVdOViq/Qalw63FfqIWFhIKlk6m6kDn96O9vf3IMb8g0Jl87TYyMuJ7fqWqV51/A5aWlhSPxzNWC9JCDAAAAAAoRmQDwWqST3WglxOuuUMNhxPg5RsE+nFfwx0yFtNWXKr9BqXcU4Pd389UKpWeyCpVLiykhbh0vL8P7j0Dt7e3Dx1zh3veEHBgYODQ15lCQvc1wggHc7Uve6/b3t6uY8eOZW0jpoUYAAAAAFAoAsEyyhRy9fb2amdnJ/110CBwenr60NdnzpwJtA7nusVUDUovhIOlqhrMxv293NzcTLdX+lUWljsgpFowt6D7B2bbO9DbJuwXBHoDQC/v41evXk0/11s9GKSt2CtI+7L7un77GDptxISCAAAAAICwEAgWKWh1YKZWYW+bcK4w0BsCDg4OZnxMyh4SeoPBQkJBqXxVg0Hkaj2OWqsxcstUHehYWVk59HXQMNCP+znu6kFv1WCucDCffQz9qhHd739CQQAAAABA2AgEK8QdnHn5hYFO2OcOAL28jy0sLKSfFyQYLKZa0FHJqkE/7jDJHQ6WOhikSrC0nN+zeDyupqamdKg2OzvrGwQWMpnbuU62qkHpaDjoCDrQxPucRCKhlZUV7ezspH9P3a9XOvz7695XkFAQAAAAABAEgWCJZaoOlI5OLZ2ZmTkSBgYJAjNxnhOVYFCKTjhYjqrBCxcu5NwLEZlduXIlZ3Wg9ML+m35hoPO7PDQ0lPN+8/PzvvtreoNBJxR0FBL8ZdPX16dUKqXl5eUjVYG5qgULHTZCKAgAAAAA9YVAsAhB2oX9+FUHJpPJI8eKCQPdCgkG3fsLFlJ15HCHnlEMB8tZNYhweKvlpKPDQbIFgZOTk0eOjY+PHzrXHQ56g0FvtWCpONWC+YaChbYQEwoCAAAAQP0gECyhbJNF3UHZzMyMmpubD1UHZgsDp6amct57bGzsyDFvMBh0f8FkMqmtra2iKgalaIaD3mAw7FBwbm7O92dRz4IOFPHK1Ja7uLgo6YXAzi8MdIeAfvv9uR93h4OZgkG/NuJScKoPvaE1oSAAAAAAoBgEgiXmbXnMtHdgR0dH+vNMYaA7CMwWXMXj8fS5mYLBfKoFrbXa2toKpZXY4W2X9vu+lDMkdH5OVAtGm191oHR0gIgT6GULAjMdd57jFwwGbSMOm1+1IKEgAAAAAKBQsUovoB55qwP9ZAoDT506lTOscp8zNTXlW1E4ODiYvoffdGKv/v7+9MfMzEz6Iyy9vb2HPqT9kND7UWreYBCV4bd/oFdfX59vq7A3DAzynnFzzp+cnExfw7mm93fe3UbsXUvYvNWCUuaAVDo8bCRfhVZxAgAAAACqAxWCBcq1f2A+gZJThSf5h3PuMNDrueeeS39+9uzZQ4855zsVg7mqBbNVCnrXK+nQPoNSOJWDDm8FocMbCpaiitCprgqrhZiJw6XV2dkp6XBY5w4D3S5fvpz1WufOnUt/furUqUPtxOPj44fuU4lqwXJWCgIAAAAAahcVgiXk1y6cKehyc1cH+oWBzz33XPpjeHg4HYq5j7s5FU/ZqgWl/TAySLWgw101KKkklYNe3krCubk5LS0thV49SKVgtLh/DvF4PONkX/e+gZnCQOc94/1wznGHhu7qwnyqBUupXJWCVAkCAAAAQO0iEKygmZmZI4NEsoWB7rDPHWK4v3Y+MgWD7uu65dtC7JUtHCx1QNje3i5JobcVEwpGizdMdwdv3upAdxjohHze94yX+/3jFww615aiEwq6EQoCAAAAAIIiEIwovzBQOhoEZpIpGMwWCkoqKhR0uMPBclUP+u09GIZc+9ihstzDRNzVgQ53VWA+/CoGoxgKesM/QkEAAAAAQBAEgiXg98d4roAqkUgcGSTiFwbmy91O7L1ukFCwmGDQ4Q0IS1k96A0Gw0KVYHXwVgdKhe8z6W0llg4PHJEqHwpKR383CQUBAAAAALkQCBYg10ARyb+yzDtd2N0u7OYX1BUzPKPQUNAJBhOJRCjBoKMc1YNhhoJUCVanTANELl68mPXDyxsKSopMKOi3n6BUuunDAAAAAIDaQCAYUe7qwDAm6bpbiL33yBQKSvvBoBMghFUx6JaterBYQQa4oPolk0nfdmHpaJDuBH6jo6MZP/yCQb9QUArePlxKmQasZPv9LyTkpkoQAAAAAGoHgWAETE9P+/6B7h0K4ueZZ5459JGLd1/BIKGgdHToSCnCQUm+lYPFcCYRozZkmzDsbhf2qw50h4HZZAoG/dqHnftK/nsYSvuhYCVah6X93/9M7e5dXV20DgMAAABAnSIQjJipqalDe6Blqg50B4BOgOE+ni0c9F7T2RctVygovRAMOh/ucND7UQy/qkEgH+7f86BhoJtzbj6hoHS0StBRjtbhTAgFAQAAAABuBIIVECTcylQd6IR97hZHh/dYrlDQe4+goaCbNyDMVElYTEjorhgsFFWCyCcM9D4naChY6dbhTFWCUvbBOOwnCAAAAAD1hUCwDPzCqEwDRdy8lXzuisBcnGAwW7VgtlAw32DQK0hImA93tWC+it1LcHV1tajno7rlEwpKmVuHpfJMHfYT9pARqgQBAAAAoLoRCJZJplBqeno6HZYFCeHyrXIKUi3oFwoGXU8+srUbB1VoKFgsd+CD6nLx4sWCqgPdsoWCbu79BCtRJZhNkCEjhIK16+k//3M9cPp0pZcBAAAAICIIBCPm1KlTvu3CQQaGZJItFHRCjXKFgm5+lYNBVdOeghMTE5VeAkLgFwpK+e8nWKkqQUe2/QQlQsFa9d9+5Vd0W0eHUtvblV4KAAAAgAggEIwov+qjYqqcigkFE4lEwfcNwhsM5hKk3dotmUxmHM6Sy+rqKtWBEXLq1KmS/z5m430P5ts6XMoqwSDfl1z7CfpNO0dt2d7YqPQSAAAAAEQAgWAVcIaIFKvQULCnpyeUfQVzyScUlEpfJcjegfAzOjoauHVYKq5KMJFIBP6QgrW2B9lTkyrB2tPQ1CSJQBAAAADAPgLBOpMtWMxWReduIc4UDrofKzRADBoK5lslWKhiqwMLrUxE9OVqHZaKqxJ0h3xBP/JB63B9aWxtlSTtEAgCAAAAkNRY6QVgX6Z2v1x7Bz711FO+x2+//faMz3GmD996661HHnMmD589e/bIY97AwS/wC3LO2NhYxrVJ+6HgwsKCpqendebMmaznlgqtwshmdHT0UOXf8PDwkWnik5OTGh8fTw8Y8Ybxs7OzGhkZ8b3+xsZGSX//ent7lUwmMz7e1dWl1dVVXblyRSdPngx0zfPnz+uuu+4Ka4kIWWNLi7ZWV7V9/XqllwIAAAAgAqgQjBBnoIi3qixTVZ8TBo6Pjx/6cB7LFBY68pk8nGm9uSqU/B4PUj3oVAoWq5D9A8NqFWaYSHn09vZqfn5eUuaqt1IJUiXop9IThx3Zvl/sJ1hbmqgQBAAAAOBCIFilnnrqqUMBoJs3GPQTpHU4SCiYL28wmEs+k4fD4ISBVAdGT7aKNkm+74VSyjRgxHHq1Kn0XoJOlaBXJScOB9lLsKuri9bhGpFuGaZCEAAAAIAIBKtSrso/R5BQMFOVYKn3vgsSChZbJZgrQPIKMwykOjCzQtpKM/1Mrl69mvE5TgvvHXfcUdIBNJmqBP2415GrSrBc1Y5B7kMoWP2aWlokMVQEAAAAwD4CwSoVtBoqVygoZW4ddvYTLJV8KgULlW+wSRgYDSdPnszaup1IJDLuvydJ586dK8WyjshVJSjpUJWgH78qwfb29hBWl1vQKkGJULDaUSEIAAAAwI1AMMKeeeaZI4GD0yqcj2znZ2sddly7di2v++WjHKFgEAwRqR7V8HOqtr0Ec2E/wern7CFIhSAAAAAAiUCwrgRtNXYrdeuwVJqAJ5924bCGiEhUB1bK6Oio5ufnNT4+nrEFtlRtw6Ojo4fahnNVCXrXMTAw4Fsl2NfXV5a24d7e3sD3oUqwejU0NUmiQhAAAADAPgLBOpGrSjDbxOGenp6Stg5nMzg4WPBgkSBhJvsGVkYh+whK/kHv2tqa77nnzp07tI9gpQT93co0YKTck5MzoXW4ullrJUk3VlYqvBIAAAAAUUAgWIBqDX7Gx8cLqhJ0VCoU9LO4uBjatQgDo8tdven9OeXaR9BPKYeLBJWpStBPX19fOZYUGK3D1cvu7UmSNkq4BQQAAACA6kEgWAbDw8N5T7z1U0yYF0S2KsFyTB3Odx/BTPsfJpPJvKoDEU0nT57M+JhfiJupbbgSVYLDw8NHpg07bcPZRL1K0EGVYPUhEAQAAADgRiBYZfIdKOLHL1gMMlxEyq9K8Lnnnkt/FGphYUFnzpwp+Pm5UB1YOWG2DV+9etX3XL9pw5WoEvT7Pcu3SjAqoWAhrcNOKIvKcQLB89/+doVXAgAAACAKCATrTDGBYiFVgs5zotRuLIU3VZgwsPRytQ0fP3780LH5+XlJqniVYDZDQ0O+x7MNGJFKEwoWUr1M63D1cfYQjB38JwAAAID6RiBYIoW0owb5Yz9I22ExsrUNV4Og7cJhIAwsXq4qwULahqXDwXdUqgTzsbS0dORYKUJBJwwsNByndbh62FRKktRkTIVXAgAAACAKCARLoJA/rjMND3AHF7fffnvBa/IqtG14eHg4r2o/pzLr7NmzWc/LJ+QodqBIGNWBhIHl5a0SdFe1bWxsaGRk5FDbcJAqwUqEgu5A32+4iPRC63CpKwWLDQOZOlxdnJbhphj/tQ8AAACAQLAiRkdHs4ZaTnBx6623luT+YexDGMTZs2fTH0GMjY0FvnbQPQ8RfZWoEqxEKJhP8NbZ2Smp9KFgsWgdrh5OyzAVggAAAAAkAsGChVUhdubMGS0sLKS/Dhqe4agge6GFMVmY6sDK8P7s3D/vRCIhSUeqBN0Th8+dO3douEVU9hPMJNOQESmcULC3t7foazioEow+p0LwWCymkRD2TwUAAABQ3QgEy2R4eLigzfsrIcg+guUYEuIOSoMKsn9gGMNEEK58qwTdP8Pu7m5J0sjIiKT9UNBbQerXOizth4IzMzMV21MwU9uwwxkyUqpKwd7eXvX29ioejxd8HaoEq4MTCEpSPI8AFwAAAEBtIhCsQmEMFhkfHy9qH8EwZQsizpw5c+jrYvcPLBbVgZWVbS/BRCKRDgUdTpWgw2kd9qsULDQUnJmZKWm1Ya49Bfv6+ooK9KTig8Guri6qBCPOHQg20DYMAAAA1D0CwRI5depU3u2pY2Nj6T/G3YFFqQaLREmx+wcGbRemOjC6Ct1LcGNj48jP1V0l6Nc6LIUTCparsjBbKCiFt6+gu424kGsRCkaXOxCMEQgCAAAAda9qA0FjTK8x5nPGmA1jzLQx5p5Krykf3sEi7vDQvY9gqQaL1KKwKxe9qA6svJMnTx6pEnR/7q4S9IaCkgKHgkGCPuccv+pA93XDEiQUDLNaUMovYKR1ONoOVQhWcB0AAAAAoiFwIGiMeZMx5uWlXEyePiZpW9KgpHsl/Y4xpqxTAgoJiPwq2bxtsUGE0TacyejoaKB9BMMQj8d9qwMXFhYK+r6guuWqEnTkGjDibh32Th3OFQp6g0FvOOg+lq1V2DvZOJNc+wi6DQwMZN1XUDpcLViJoSNUCUaTM2VYomUYAAAAQH4Vgr8t6Ui5mjHmxcaYzOMwS8AY0y7p3ZJ+3Vq7bq19XNLnJb2vnOvIV9AKNr8/wEvRNpxpH8EghoeHix4skm/QUMz+gWFMF0Z55Ns63NPTI2k/FHQqBr1Th0dHRw/tJ5gtFJReCAYzhYPuxyrBXS2YbW9BqbxDR5wqwXxCQZSHTaXSnxMIAgAAAGjM49ybJX3D5/jLJf2MpLeEsqJgbpG0a6295Dp2XtLr3CcZYx6Q9IC0X4UzNTUV+kKyBU2pVEpLS0tqaWlJH4vFYtrZ2ZEkNTc3a21tTR0dHWpublYsFtNNN92kRCKhM2fO6Nq1a+rp6dHExIQWFhbU3t6evs7w8LB2dnbU399f1PqHh4cPXdcxODio5uZmSVJTU5Pvc/v6+jI+FkR3d3c6tPBqb28/VNEi7X+/ent7098/x/Xr19XX16fNzc2M90qlUuru7i4qGCzk98cJpqIg2z6N7vfK6dOnS/Jeycfa2lrWxzs6OtLvrZ2dHR0/flzLy8va3t5Wf3+/VlZWdOrUKS0tLWltbU2dnZ3q6OjQ+vq6zp49q8XFRW1sbKinp0e33Xabrl69mv79OX78+KF7vexlL8tr7UtLS7rtttuOHF9eXlZ3d7disaP/P0xHR0de95BeCAXX1tbSYbl37U5Yeu3aNUkvTGTOV0dHhzY2NnTlypX0NTNpamrSjRs3Dv0Mb9y4kfH8xx9/vOTt/vmqpvdKEIlEQluun0GDMVWx7iCi9G9smKrldeWz/y8AAACiJZ9AcFnSCUk/9Bx/XNK/C2tBAXVI8iY7K5I63QestQ9JekiSJiYmbCn+h2u2gKmrq0vxeFytra3pY4lEIh2iDQ4OamZmJh1WzMzMaHBwUCsrK2pvb1cikUg/d2FhIR3QOdd+6qmnigrkpP3KKL+9v5qbm3XhwoX0HoZbW1tHzkkkEjnDgUycaiNvgCFlbhfe2tryfb3W2kPfYz87OztF7XFWzP6B1fAHk/u9cvfdd5fkvZKPsbGxnO2k6+vr2tnZUVNTk1pbW9Xa2qp4PK7e3l6dOHFC8Xhc/f39mp2d1ebmpgYGBjQzM6P19XUNDQ1pcnIyHRw6v4eXL19WIpEoOKByKg39fq9XVlY0Pj6uPddebu7X4rTo5quzc/+fPXeo6Z227PzuO8FhIcN1jh07pmQyqaWlpZzP39nZ0fr6+qFqTmedfir9+5aPqL1XgnL/2xlTdX3Pc6ml1+JWq68LAAAA0ZBPy/BXJP2Kz/EGlX+P8nVJ3nSnS1L2sqISCGsfQS/vtOFbb73Vd5+xMPYSLLRtuFDOa8vnj51i2oVRnYK2DnurzzLtJ+g3eVg63FLrbiHOdzCIc37QvQPd8tlHMBNnf0Epdyux0wKcbztx0H0F8w3f2UuwDNxDRWgZBgAAAOpePoHgP5P0o8aYzxtjXipJxpgOSb8q6UIpFpfFJUmNxpibXcfuknSxzOvIW5DKIycoc08b9hPGXoJOKJJJruEi+e4jmCsMXFhYyPhcJ8xxCxKusn9g9QoaCjo/Y6dyzbufYLZQcHx8/FA4du7cuSPBYLZw0P14IWFg2PIJBqX8h4/kM2yEvQSjw1qrvYNtGGIEggAAAEDdCxwIWmvjkl6p/WrAvzHGbGm/Tfetkv5xaZaXcS0bkh6V9BvGmHZjzKslvUPSH5dzHUFlC6RGR0fT1W9nzpzJGohJKlmVYKa1ZVNoW2WuysB8pwv7tWd6FdIiierg3RcvaCjoDBrJVi2YKRz0BoXu8/zE4/Gc4bvk//4uVCmDwSChIFWC0bKXSmnnIBCkQhAAAABAPhWCstY+b619u6QxST8t6X+XdIu19pslWFsuvySpVdJVSY9I+kVrbeQqBIsJovzahr3CmjhcjrbheDzOnkjIW64qQWm/UtAdvAcJBSXlrBZ0uMNBv49sgoZsQ0NDgc7LV6mCwaChIFWCEbG3p10nEKzwUgAAAABUXl6BoMNaO2Ot/by19svW2tw9myVgrU1aa99prW231o5aax+uxDoKMTw8nLPVNVvbcJhVRFLutuFcVYtBBAkYMg0TWVxczFmtiNoWJBSUVHQo6K0WzHePvUyCVAdKL+wlGKQVPl/5BINB9xkM2j68srISaI1UCZaOtVYpKgQBAAAAHCgoEMRhxUygdayvr0vK3TacqUqwVMNFggRxufYRLGSISBClCE0QXfnuJyjlFwr6VQu6KwbzDQed5wQNAx1OpeDMzExeH0EFCQal4FWDuULBYqZ7IzzWXSFIIAgAAADUvcZKL6BerK6uZvzDeHR01DcEHBsb09TUlM6ePavnnnuu4D37ghgfH88aKj7zzDO+YeTw8HCgaay5wsBCqxCHh4e1ublZ0HNRe06ePKkrV64cer+dOnVK8Xg8HQrG4/FDoaATiA0MDGh0dFQzMzOan5+XtB/OOYHe5OSkb+jl3hbA+3i+YaCjq6tLHR0deT3HGwrmCvOdUFDSoVDQ+b44nFAwkUgoHo/7boPQ29ubM6C/cuVKOrTN5vz584ErQhHcXiqVDgQZKgIAAACAQLAMnBDCK5lMpqtr8jUzM3PkD/7JycmCA4hsent7Q2kbziVTu3AUXLhwIZRKUBTnrrvuytlWGiQUlF4I70ZGRjQ7O6urV6+mQ0FJGYNBN29IWIr3X1DePQjzCQidcPDq1avpcNAvGHRCQeno/qi9vb0ZA8OWlhbt7OwEfCUoCWu1s7cniT0EAQAAANAyXDF+1X7u8KuQtuEwhD1cJIxBIuwfCLegQ0akzO3D7q+9LcSZ2oidDzd3a3Elw0A/Q0ND6Q9JgdqLc7UTe9uI/WRrrQ46YIS9BMNHyzAAAAAANwLBiHBXCror5cbGxhSPx3X27NlArbnFyBVoPPPMMxkfy7WPYDaZhokAmZQqFMwWDOYKB6Ms33AwSDAoHQ3/su0nyF6ClWX39tJDRYK2DI+MjMgYk/eHt7oUAAAAQPTQMhySiYkJXbhwoWz3u/XWW/XMM88cqp67/fbb9dRTT5WkUsnZW81P0H0EgTCF0T7c29vr20Is6VAbscP9fnO3FDu8bbtR5F7j/Pz8ofe1txo3WyuxOxR0twk7+wlmah9mL8HKsNbmXSE4Nzenhx9+OO973XPPPXk/BwAAAEB5EQiWiRNCRL1KZnx8XE899VRoLchAKd111116/PHHs56TKRSUXggBnWDQGTjS19fnO3TEza+VPci03yiFhpnCwXyDQe++gpmGjHR1dR2q2ET5WNdQEfYQBAAAAEAgWEFOZZ3fYJEzZ85oenpag4ODh47Pzc2VdNpwLpmmDReqHMNKwsJgkWgaHh7WyspK1nP8QkEpd7WgXzAoHQ0HHbn2uyxnVaF7aniQqmH3OjJVDXqDQXco6DeFuNgqQYSHPQQBAAAAuBEIRojTltvf33/o+NjYmKampnT27Nkje/V5pw1Xqm24GOwfiHIIGgq6jyUSCUlHg0Fnf8FMwWAm3sDQCQiLDQXd4Z/DHcT5Pe7w+7fCWU+mqsGBgYGMoaDD3Tp8/Pjx9PF8qgRpGw6Pu2U46B6CteTGjRu6dOlSejL42tqatre3dezYMfX09OjkyZO69dZbdfbsWTU0UEMJAACA2kcgWMWcfQRLgbZhVJMg+wlK2UNB6WgLsXPMaSOWju4x6Mg3HJReCNkLDQWdoM+vCs8t2+PesNAdEGYLBt1DR6T974vTPpyrdViiSrDc3ENFainuetWrXpV1evXAwIB+7Md+TC9+8YvV2NiojY0NJRIJvetd79KxY8e0vb2tZDKpixcv6sknn1R7e7te+cpX6uUvf7mOHTt26FojIyN575c7PDx8ZCgPAAAAEAUEgjhifHw8a0VRPaNtOLqKDQWlzNWC0uE2YkmHJqkWEw4WGgoGDQNz8bb4+rUa5woG3dWC3lBQkpaXl9Xa2pr+mr0Ey8/dMlxLFYJXrlzxHXyyu7ura9euaW1tTcYYdXV1qaurSy0tLbr33nv1iU984tD5qVRKP/zhD/XXf/3Xeuyxx/TEE0/obW97m170ohelzylkyAoDVgAAABBVsUovALVheHj4SDtzlDhhDmpb0PZSpzLNL5RygqxkMnmouu3UqVM6deqUEonEodZYaT8cdD6k/T323AFhLk645t1fMJPJycn0esLkXNO57uTkZPpD2g8GnXDQvX2At1pQOlxt6f7aLVtllyNIyIvc6mUPQWutlpeXNTU1pfX1dfX29uqmm27S4OCgWltbZTK89oaGBt18882699579YEPfECtra36zGc+o89//vPa2dkp86sAAAAASo9AsAbdfvvtdVPhF6R9K+qTnRGusEJBdzDo95hfMCgdDgedYDBIOBg0FCzXeztTOCgpZyjoVFE6IWB7e/uR6/O+LK9arRB0u3HjhmZmZnT16lW1tLTozJkz6u/vz3tPwJGREX3oQx/Sa17zGn3nO9/RH/zBH2h9fb1EqwYAAAAqg0CwCuW7h1Gt8pvOXA4XLlyoyH0RvpMnT+rkyZMZ21czVQs6j7mDwWzhoBSsajDXlGLvusrFLxh0qgVnZmbSwWC2UND7uYMqwfKw1tbkHoKStLe3p6tXr2pmZka7u7saGhrS6dOnj+wBmI+Ghga98Y1v1Hvf+14tLi7q93//9w8NxwEAAACqHYFglTl79uyhr2+99daSTP7NZHR0NPAgk3g8rrGxsdIuqEIIBaMt38m0TiiYb7Wg9/GgwWA2o6OjZdlf7/Lly1k//HiDQelotaBfKCj5tw5TJVg+NpXSnqSUtTVTIWit1W233aapqSktLy+ru7tbY2Nj6urqytganK9bbrlFP/dzP6cbN27oAx/4gLa3t0O5LgAAAFBpBII1rBSthTMzM7r11ltDv26ue2aztLQU6DrsI1hfCgkFJf8WYil7taDzeNBgMEi1YLbW4UJ/l72B3/DwsO+H91xvQOhXLSgdDQWl/SEsKysrkjJX9QapEkRx7N5eukowinsIjoyMyBgT+OP48eO677779LM/+7NqaGjQyMiIBgcHA7UHx2KxvO41MjKif//v/71isZjm5ubYUxAAAAA1gSnDNer222/XU089VdBzo7T/YH9/vxYXFzM+3tvbq+Xl5ZzXKcVUUyYOR1/QycOObBOIpcMTh92TiDOd44SC7ko5aT/8cCYT+00k7u3t1fr6uu/k4UKmgLsDPSfwy8Z7ztzcXPoa586dk3T4dU5OTmp8fDw9hXh0dFQDAwPpycPOee7nOJ8HfW+eP38+75AX++xBq7DVfoVgoS3D1lptb29rc3NTe3t7kqTGxka1tLSoqampqKq8oBN89/b2lEwm0/9H0Fe+8hV9+MMfzuvee3t7eU8LlqR/9I/+kX7xF39Rzz//vEZGRvLemxAAAACIEioE4ev222/P63z2NUStyFUpKL1QDZipWtB9juRfMZhrb8F8Jw9n4q0GLIRf5aDDXS3oN2xkdnb20FARqgQr4CC82zv4KKRleH19XTMzM5qentbVq1e1uLioxcVFzc/Pa2pqSpOTk7p27Zq2trbCXfsBa63W1tY0NTWlZDKpjo4OjY2N6Zvf/GZo7cG5XLlyRadOndLOzo6uXLmSDloBAACAakQgWOPyrSQqpjrQu79hmHK1DQcNJMNuG2YvwegrpKosSCgo5W4jds5xB4NuufYWzDRkZHx8PK/f5UKDQL/ruINBR6ZQ0Kl+XFpaUl9fX8YBI+wlWFrpCsECWob39vY0Pz+veDyuvb09DQwMaGxsTOfOndO5c+d05swZDQwMqLm5WUtLS5qentYHP/hBPfnkk6Hst+cEgdPT07py5YpisZiGh4d18uRJNTU1FX39fLW1tWlgYEDXr1/XtWvXyn5/AAAAICwEgiHJFQzF4/Ejf/R6Q6ywh4PkW+VX7PNKpb+/P+vj7uqjbEoVOhAKRl+pQ8FsQ0fc50m5qwW9RkdHM1YJVmpfTCcYdFcL5goFHfF4vOAJ4UwbLow9qBC0kvasDfxf/E1NTXr++ee1urqq3t5ejY2NqaenR8eOHVMsFlMsFlNzc7N6enp0+vRp3XTTTerv71dLS4u+8IUv6Ld+67f0hS98Qc8//3ze1XS7u7tKJpOamppKV+MNDQ3pzJkzamtry+8bELLu7m719PRoeXm5LAOAAAAAgFIgEKww7x/GucKvfN1+++2Bq/5ynVeKacaDg4Oanp4O/brlRihYm4KGglI41YJS8FBwfHw855pKzVst6BcKSlJnZ6fv1GFvlSBtw6XhDgSDVghaa/Xud79bm5ubGhoaUn9/f87W3MbGRvX29upjH/uYPvCBD+j222/X9773Pf3e7/2e/sN/+A/60pe+pIsXL2pxcTG9B6Fzr/b2dm1sbCiRSGh2dlY//OEPtbi4qIaGBg0NDYU+PbhYJ06cUGtrqxYWFpg8DAAAgKrEUJEq89xzzxXU/uds+p/pMUeu6kC/CcN+7brxeFxjY2P5LTIHZ1hBJnNzc6G1RhaCISPRlu+AEYczaCSIIENHnPP8ho44w0bW1tbU2dl55Hl+Q0bcAzoqYXh4OD105Ny5c+nXNjk5qdbW1kPv29nZWbW1tWUcMIISOajO27NWKe3vIZgrWHvDG96g173udTpx4kRB1dVOO/xb3vIWXbx4UZcuXdJ3v/tdPfHEE+lzmpqa1NDQoBs3buiXf/mX9fzzz0uSmpub1dvbq87OTjU3N+d973IwxmhoaCjdyjw6OhqZsBIAAAAIgkCwDjghX7apw7mCwFzVgaXcP1AKNm04W7tmuRAK1iYnFAwajDihmPM7GWQasTsUTKVSisfjh9ptR0dHNTMzcygUdCYOhx2qXbx4Mevjd9xxx6GvM4WCQ0NDmp+fVzKZ1MDAgK5evaq+vj4lEon0mt3vW6dK0KnM9MO04fx5W4YbjMk6Zff69euam5vTd77zHf3Mz/xMUfduaWnRy172Mr3sZS/T7u6url27poWFBa2srGhra0u7u7tqbW3VP/2n/1Qf+tCH1NzcXDXTe5uamjQ0NKR4PK7FxUWdOHGi0ksCAAAAAqNlOKKmp6c1ODgY+Pwg7by33357xo9snD/Y86kODGphYUFnzpwJfH4YSr3vGu3D0VVskJTPfmGF7C3oNjIycmQCsd/kYafyN9vvdT5TwJ0wcHR01PfDOccbGvq1D3tbhwcGBo60DudaO4rnbRnO9l/8e3t7WlhYUFNTk770pS+FWvXW2NiokydP6iUveYle97rX6c1vfrN+8id/Um94wxv0rW99S21tbVUTBjo6OjrU1dWlpaUl3bhxo9LLAQAAAAIjEKwBfkFdOe/hVx0YdrtwWMo1zZRQsPbks5+gW9C9BaWjA0f89hXMNxQ8d+6cpPxCwWyt+d5g0M1vAvHk5KS6uroO/Z8Ws7Oz6fX6VU+yl2DIXFOG96SsewgmEgnt7OxocHBQOzs7ZVpgdTtx4oQaGho0Pz+f9/AUAAAAoFIIBKvA1NRUxe49MzOTsVJxbm7uSBiYz96BCwsLBa0HKEYxVYLFhIK5qgXd52xsbKSPhxkKhilXKCjpSBuze+qwt0rQESS0Z9pwfpwKwT1lHyqys7Oj5eVldXV1VXySbzVpaGjQ4OCgtre3I7F1BQAAABAEgWAZ+P2BPjc3d6gyJplMZp0wXO5N92dmZjQzM5OxMrDYVmFHPu3CYU9gLjWqBGtTtv3tcim0hThTKOhMH3aCwVztw/lUCQaRLRR0tw4vLi4eGYbirRL0rpkqwfA4VWvOHoKZ/ovf2ac1U1iLzDo6OtTZ2alEIqGtra1KLwcAAADIiUCwTMrRqhpW9ZxznVxhoLs60PljPkh14MLCQkX2DqyEsAMYhCOMoRT5Vgk6nErAbC3E3d3dkg63EPuFgtLRasFMoWA+rcP5/FuSrb3Y2zrsXDuMKkHkwdlD8GDKsF+F4NbWltbW1tTT06OmpqYyL7A2DAwMKBaL6dq1a7QOAwAAIPIIBGtEGPsIOlWB2a4XRhgo5VcZ6Mg2ZRgop0Jbh93yaSF2h4JBho0UEwo6E4TzDQWztQ739PRI0pEqQa98qoxpGw7OO2U45hMIJhIJxWIx3z0dEUxDQ4P6+/t1/fp1ra+vV3o5AAAAQFYEgjXk1ltvPRTqBeGc7w4CM00T9oaB8Xg8cBjorgospjIwWzVSVNE6XJuKaR12BKkWzKeFWKpcKJgv98RhhouUllOttmft/h6Cnse3t7e1vr6u7u7uqpvyGzXd3d06duyYrl27pr2DIBYAAACIIgLBKpTtD3knzMsUDLoDQG8ImKkqcHl5WdJ+EOgOA6X9IDBTGOiEgGEEgWEppqKrGISC0RNG27AUzu9UrknETnCYq4XYHQrOz89rfHxc4+Pjh8J7qXyhoHcvwcnJSQ0NDQW6Jm3D4XFXCPoNFUkmkzLG6Pjx4xVYXW0xxmhgYEC7u7sMGAEAAECkEQhWgbGxsfQf896pvn7cAV+uADBbq7FfVaCUu0XYCQElhRYEhtkuXO4BLahdYbQOOzJNGfaeI2VvIXaGjUjZqwXPnTunc+fOHXqfe5WjUtAZLiLJd7hINrQNB+QeKiIdahne3d3V6uqqurq61NjYWJn11Zi2tjZ1dnZqaWmJYBsAAACRRSBY47zhX5C9Br1B4IkTJyS90CKcqypQCi8IlF4IA6uxXRjRFkaVYBitw26lqBaUCm8hdoeCYQeD7uEimYJA2oaLl61CcGVlRZJCrQ6MxWIyxuT1UWv6+/slSW94wxsqvBIAAADAH+UAVejs2bN67rnnDm3aHwZ3IOCuCFxeXk7/0RgkCAxT0DAwmUzm/H5Uql3YceHCBU1MTFR0DSgdp8oqDD09PWptbVU8Hk+Hgt499k6dOqV4PK5EIqG+vr50KOhU3A0MDKTfN06Q54SCzsRfJ3w8d+6cLl++rLm5Od/3kRMKXrx4MdRp5rne111dXRV/39YC65oyvOfaQ9Baq5WVFbW1tenYsWOh3W9vb08PP/xwXs+55557Qrt/FDQ1Namnp0cveclLtLCwoMHBwUovCQAAADiECsGI6O3tPdIW64RsDm8FTbb9v4JyqgHdFYGZhob4hYGl3COwFJWBtAvDK8wqwbDDK3cbsV/FYJjVgkFbiLN9BMW04TJzhopISumFluH19XXt7u6mp0AjXL29vdra2tJjjz1W6aUAAAAAR1AhWAZOJY+7emh4eFhzc3O+kzWl/Uq76enp9NdjY2OamppKf+1UCTp/uOdTLej9Y9+7L6H7j/GxsTHFYrEj0xJLXRHoCBIGbmxsRL46ENF21113FR0snTx5UleuXAm1UtDhhIKZKgbd1YKSQqsWlPL7tyUMvb29DGMI2ZEKwYNAcHl5WY2NjWpvb6/k8mpWQ0ODvv71r6ulpUVTU1MZK+wBAACASiAQrCJOKOj84e4Eee5gMAi/wSTeENCPu2Kx0CAwyHCQfCoCk8mkYrFgha5UB6LUnFCwVLIFg+7H3G3Es7Oz6WpBJxicmZk5VC04OTmZ/jfg1KlT6X0Fiw0G8/l3ydlH0Ps+7erq0pUrV0Lfq7GeWNdQkZS1ikna3t7W5uam+vv7a3IPv6j41re+pXe/+9167LHH9IEPfIDvNQAAACKDQDBiFhcX05uRO1WC3r2H3H+4S8EmD/vxtuVlCgJXV1fTU0+DBoGZgr8w23+dQCTXZvhUByKIMKoEpRdCwVJOFw0aDEqHqwWvXr16pFpwfn7+ULVgWMGgc75zDVSOe6jInqQGY9L/LjIFt7R2d3f12te+Vl/84hf13HPP8X4AAABAZBAIVlgymUz/Ie9U7ni5NyR3QrupqakjwWAufvtyBakGbG9vDxQEFtLuWygnBBkeHtbm5mbG85w/eqkORBDVFApKuYPBYtqI/YJBaT8cdPMGhO6qwEzhh1OdGJbz58+HshdkzToIBPesVcpamVhMq6uramtrU2Mj/zOglGKxmF75ylfq7/29v6d/82/+jX7v934v0PNOnjyZ116aAAAAQL74S6CMvHuLOfsIevlVCXqnFPoFg0Hk2sPIry3YaTfz4w4BSxkAurnDwCAIA1EJ7vbhSgWD3jZiSYHbiKWjwaCkI+Gg379hfkFgPB5PX1cq378XONwyvGetzOCgdnd3deLEicourA44E5eXl5d19epV/e7v/m6gPRtrbeoyAAAAoodAMCQTExO6cOFCxsedap1c/KoEM4WCUu6ALxfvJON8KwHL+Ue9e9BAkDCQVmEUIqwqQam0g0b8BA0G29ra1NfXdygY9LYRS9mDQSl4O/Dy8nKRrwxF8ewhuHvTTYrFYgwTKaPu7m4lk0ktLi6qra2NvQQBAABQcQSCFeZUCXZ2dqaPOaGgUyUoHQ4FJR0JBvNRTSGglH8QKEWzVXhiYqLSS0BA1RwKSuEEg9ILrcStra0aGhqS9MJUYu+9/DghYnd3dzpcnJ+f9/03JJFIROr9WktsKrX/n9bKNjVpd2REXR0dgQcyoXjGGPX19WlhYUEbGxvq6Oio9JIAAABQ5wgEy8ipEvQLBTY2NtTT03PomLt1WHohuHMHg1LmcNAb/Hmvk40TAL6hr09/tb6uNw0MpB+7lPPZxXEHgI58JpxGMQxE9Qk7FJRUthZih/s94IRzuYLBuw5ColgsJmWpGpQOVw76cc6NxWLa29s7snegE0KitJyW4T1JvWfPSo2N6iKQKruuri4lEgklEgm1t7dTJQgAAICKIhAMUa624UyGh4eP/FHtVAk6wZxfMOiYnp7OeO2gU4Glo0NB3jQwoEZJd8Zi2vrYxyRJnW94g265/XZdamkJdE2/cC+IfAJAN8JAhCnMUFA6XC0olXfCq3f6sPeYEwy2Tk1JTz0l+5rX6Or165L8qwalw5WD2ayurmp9ff3QtZww0Bl2gtJx7yE4cNttiq2uqjmP/25AONxVgtevX6dlGwAAABUVuUDQGPNhSfdLerGkR6y193sef6Okj0kalfQtSfdbazMnYhGTqUrw+PHjSiQS6Qmh0uE9vbzVgm75hH5u3gDQfU9J0o0bMomE7LPP6r9vbUmSfuIv/1Idg4PS6dOHnpcp+Cs02MtX1INA2oWrVylCQUkFBYNB98XMdj2/dmL3se984Qv6YSqld99+u0Zuvtl3AInDXTmYzejo6KF/27xhoLtduND/EwFZHEwZbuvqUs/wsJrOn5e5884KL6o+dXZ2KpFIKJlMEggCAACgoiIXCEqKS/pNSW+R1Op+wBjTL+lRST8v6QuS/qWkz0h6ZZnXWLRM+4klk8lDfzhLR6sFJWUMB7PJGQD6MAsLml5b056kmKT248cla4/80V6u4M/PjRs31NDQQBiIkgk7FJReCAalF1qJHalUSjs7Ozmf58cdNDr8/q3JFAw+7ew319ubcZ9B6Wg4GJRfGJhpbQiHUyE4fscdstbq2NSUdPBzRnnFYjEdP35c165d0+bmplpbW3M/CQAAACiByAWC1tpHJckYc7ckb8r0LkkXrbV/enDOg5IWjTEvstb+oKwLzSBI23CmicPOgBH3EACHtyrHL9zLpdBhIO3G6CWNjTp3553S0JBu9PZquIBAMmzu0COqAUIlg1KEqxShoMMb8q2trR0aNFTMtbwBoTcc9AaDNzU0aLihQTvHj+tUa+uRfQYds7OzR+494Npr1Pt6Njc30197w0CqA0vLplKyks7eeaeSs7PquX5d9qBqEOXX3d2drhI87am2BwAAAMolcoFgDndISv9Fbq3dMMY8d3A8EoFgUJlah50AyQkGvdWCUumn/Dp/lP8vSRob09lbb9XAT/yEfnj8eEnvG5Q3CAzaRlluExMTmpqaqvQyEKK77rpLkkoWDJaCtxIxU5uyE8qN/MN/qL29Pf315qa0uek7mEQ6uveft4LQrbW19cj53jDQuw7H6upqzqpI5GCtUidOqPP4cZ3/1rd0k5RuI0b5OVWCiURCW1tbam5urvSSAAAAUIeqLRDskHTNc2xFkm8pjTHmAUkPSNLQ0FDZwpmuri7Nzc3lPC+VSmlpaUktLS1H2gP7+vq0tLSk5eVlSSrZXkMbGxtHjjl/rDiu7exoualJclX4VMKNGzfSn3d3d0vaDwvcx6NieHhYU1NTvu2QlTI2NpbxMfd75fTp01UVZFbie9zd3R3oPV6oUv1Od7gmyy4tLaU/b3ENCbp0EE4cb23V8vJy+rz29vZDWxWsrKwcunZ3d3fGf6f29vaUSqUO/XvjXGt7e1vS/r9Fx48fP1RJKO3/O7m2tpbztYX5O1tr75WVlRVtj49rZ3tb8Weflfr7tbm+rlhTU87nXj8YLJOv/z97fx4e2VnfCd/fo30r7VKrtasXd3vpttsb4BCWQNjCluBkwIEhyfCQDPDAZCYB3teZickCzwCTF7hIHkICYYsZIDgEkjF7SLAhBmzT3bF7odWSWmtrl6q1L+f9Q7qr7zp1lvvsp6q+n+vSZXctp+4qnaOq863f77693K+YHquyshKapmF6ejqr8laWD/uW3bFCRERERMkWaSCoadr3ADzX4upHdV1/tsMmrgEwToZVD8D0bFHX9Y8D+DgAnDx5Uo/yg6tK1Vp9fT0mJiawtbWF8vLynLmExL/HxsayTojNqgZV+Fn4I+p5jsxeP7vVSKNcrdWK1VyB+XDCJB8rd955Z6THShDiGK94zLCqBb22DLvd/uTkZOYLCeNxJB/3cnVgc3Mz2trasm47MTGR+QLDqLy8PPMYxgpA48ImsuXlZZSWliq9FlHtA/l4rIxXV2OrtxdD585haz+AraqsRFlNjeN9axRuE9T9iu2xGhsbsbCwgLKyMlRUVORcnw/7FhERERHlr0gDQV3Xn+dzE08BeKP4h6ZptQAO71+eKCpzCQLXW4fX19ctQzc5sJPnGPQirjntvLT1RjEvIBf8IL/CnFswClaLm1i1FAPImQO1ubnZ9njd3NzMCTzkv2N292W7sH9X02mgvBw/O3sWO/sLjLBlOH5NTU2ZKtwDBw7EPRwiIiIiKjKJaxnWNK0Me+MqBVCqaVoVgG1d17cB/D2AD2ia9hoA/wTgfwA4k5QFRYzchILLy8uWc3vJkrZIhZugL0kLfzAIpCDl49yCZkT4proQCZC9SrGZ5uZmrKys4Nq1aznX2f1N4NyBwZlYWoJ27RomrlxB036bMBcViV9ZWRnq6+uxtLSE5uZmlCu0cBMRERERBSVxgSCAPwDwh9K/Xw/gPQAe0HV9Zj8M/CiAzwF4DMBrox9iOES1oEowGKX19fWcOQ5lSQr6nDAIpDAVWjAIuAsHzUxMTKCpqUl52gHxWAwDg7G8vIy51VVUDg9jF8CuqBDc2Yl1XLSnubkZS0tLWFhYsFylm4iIiIgoDIkLBHVdfwDAAzbXfxvA8ajG45dqlaAgTq6jDgadKv3yKfQzwyCQopTvbcQyN+Ggmc7OzpyFQqx4DQNFEEu5KioqcENzMyYvX4au65mWYVYIJkN5eTlSqRSWlpbQ0tKC0tLSuIdEREREREUicYFgIXIbCgLmwSDgPxy0C/6sQj8v8/8lBYNAikuhVAvK7MJBwPvfJ3k7rAwMVlVVFXpSKVxdWdmrEBRXMBBMjObmZqTTaSwsLGSt5E1EREREFCYGghHxEgoCuXN1+Q3n8r3STxWDQEqKQgwGgdzgziwgFHZ2dmynHfATArI60JmoBsyqEGTLcGJUVlairq4Oi4uLaG5uRklJSdxDIiIiIqIiwEAwQl5DQaFYwjw/GARSUsnBVaGFg4B9qJdOp5FKpSIcDckygSDAVYYTqrm5GdeuXcuEgkREREREYePX0BFjYBWOkydP8rWlvHHrrbeysi0AfA3ViECQLcPJVVVVhZqaGiwsLGCXvxsiIiIiigArBGMggis/1YK05+TJkxgeHo57GESeRFk1qBKeFWLlIkmBIFuGE625uRljY2N5PW8vEREREeUPBoIx8ttCXIxYBUiFSg7sHnnkkUC35+U+SQ8HWR3ogggBsRcKAmCFYAJVV1ejqqoK8/PznEeQiIiIiELHQDBmIuAKIgAoRAwAqRh1d3ejv78/82/VcC7IkMy4rSQFhAwD3TFdVISBYOJomobm5mZMTEzglltuiXs4RERERFTgGAgmhAgAirVikMEfkbUkBGBJqB5MwuuQjziHYP6ora1FRUUFjh8/HvdQiIiIiKjAMRBMGDkYy8dwkMEeUeGLunqQQaA/pqsMcw7BRNI0Dd3d3bj//vvxhS98Ie7hEBEREVEBYyCYYMZwLaiA0G1oNzw8nNW+SEQkCysgZBAYDHlRkV3DZZQ8ZWVl0EVwS0REREQUEgaCeYTVd0SUD4xBnvhSwSkoZAAYEqlleMdwGRERERERFScGgkREFAkGfvHIWlREXMaWYSIiIiKiolYS9wCIiIgoPPIcgrv7rahfeeihGEdERERERERxY4UgERFRARPz0e3qOqBpAICNtbU4h0RERERERDFjIEhERFTARHuwjuvhYOl+MEhERERERMWJgSAREVEB06VFRYC9SkHOF0JEREREVNx4TkBERFTIdD0zdyCwFwiyQpCIiIiIqLgxECQiIipg+s4OdOnfOwBKGAgSERERERU1BoJEREQFbHd7G9usECQiIiIiIgkDQSIiogK2u7WFHSkQ3OEcgkRERERERY/nBERERAUsp0IQXGWYiIiIiKjYMRAkIiIqYLvb21kVgv+6sIBzKysxjoiIiIiIiOJWFvcAiIiIKDy7W1tZFYLfmZ+PcTRERERERJQErBAkIiIqYMY5BImIiIiIiBgIEhERFTBjyzAREREREREDQSIiogK2vbqKjd3duIdBREREREQJwkCQiIiogG2m01jZ2Yl7GERERERElCAMBImIiArYVjqNVVYIEhERERGRhIEgERFRAdtMp7HKCkEiIiIiIpIwECQiIipQuzs7aLnlFkxubMQ9FCIiIiIiShAGgkRERAWqpLQU9/zpn+LHy8txD4WIiIiIiBKEgSAREREREREREVERYSBIRERERERERERURMriHgAREREREREREQXv8ccff2l5efk7dV3vB6DFPR4Kna5p2vDW1tb777jjjoftbshAkIiIiIiIiIiowDz++ONHKysrP9zf379dW1s7p2nMAwudrutYWVk5MDw8/OHHH3/80h133PEzq9tquq5HObbYaJqWBnAh7nHYaAUwG/cgLCR5bECyx5eksc3quv4SpxtpmjYDYCSC8QQlSa9xUArtOeXb8ym0YyXfXn83CvW55cvzUjpWiIiIKB6nT5/+m66urme3trYuxT0Witbs7Gzj+Pj4v956662/ZXWbYqoQvKDr+p1xD8KKpmk/Ser4kjw2INnjS/LYrOi63hb3GNzIx9fYSaE9p0J7PkK+HCuF+voDhfvcCvV5ERERUbQ0Tbu1vr5+Je5xUPTq6+uvTUxM3Gp3Gy4qQkRERERERERUYHRdbywvL9+OexwUvfLy8m1d15vsbsNAkIiIiIiIiIio8JRw3sDitP97t838iikQ/HjcA3CQ5PEleWxAsseX5LEVikJ8jQvtORXa88k3hfz6F+pzK9TnRUREREQJUTSBoK7rif5wneTxJXlsQLLHl+SxFYpCfI0L7TkV2vPJN4X8+hfqcyvU50VERETk10c+8pEWTdPuED+1tbWnjh07dtN73/vetq2trcAe57Of/WzjAw88cCCwDUpe85rX9Hd1dZ0IY9tuFNOiIkRERERERERElOc++clPXu7t7d1cWloq/eIXv9h0//33905PT5d/6EMfmghi+1/5ylcaH3nkkfoHHnjgahDbk/3RH/3R5OLiYuDbdYuBIBERERERERER5Y277rpr9ZZbbtkAgF/5lV9ZHhoaqvzEJz7RHlQgGIa1tTWturpav/nmmzeC3qaX+xZNyzARERERERERERWeU6dOrV67dq10fHy87O/+7u/qb7vttuNVVVW3p1Kp2174whcePn36dKV8+y9/+cv1p06dOp5KpW6rqak51d/ff8vv/d7vHQT2Wnofeuihlunp6XLRmiy3+E5MTJTdd999ve3t7ScrKipuHxgYuPmDH/xgq7x90dr88MMP1730pS89lEqlbjt16tSNYvvGluGRkZHyX/7lX+5vamq6taKi4vYbbrjhpr/4i79oVt2mF6wQJCIiIiIiIiKivDUyMlJRWlqKRx55pPa+++478oxnPGP5E5/4xGA6nS5973vf2/m85z3v+BNPPPH0wMDA1tNPP13xute97shLXvKShfvvv3+ioqJCv3DhQuXly5crgb2W3rm5ubIzZ87UfulLX7oEAFVVVbsAMD8/X3LPPfcc39jY0N71rndNHD58eOPhhx9ueNe73tW3sbFRcv/990/L4/rN3/zNQ69+9avnf/u3f3twe3vbdMnn5eXlkuc+97nHlpaWSu+///7x3t7ezc997nMtb33rWwdWV1dLfu/3fm/W7TZVMBAkIiIiIiIiIioCf/msZ52MewzCb//wh2e83ndnZwdbW1tYXFws/dSnPtX0zW9+s+n5z3/+4h//8R93dnd3b/zLv/zLz8rLywEAz3ve867dcsstt/zpn/7pgb/+678ee+yxx2q3tra0T33qUyPNzc27+5tMi23ffPPNGy0tLdvl5eX6C17wghX5cd/3vvcdmJycrPjJT37y1IkTJzYA4NWvfnV6aWmp9IMf/ODBd77zndPicQHgl37plxY+9rGPjdk9l49+9KMtIyMjlV/72tcuvvzlL08DwK/92q8t33PPPeXvfe97u/7Lf/kvs2Vl1+M7lW2qYMswERERERERERHljdtuu+2WioqKO9rb229797vf3ffKV75y7q/+6q+uPP300zWvetWr5uVQ7vjx45u33377yg9/+MMUsDf/YFlZmf7Lv/zLh/7mb/6maXx8XLlY7jvf+U7DyZMnV44fP76xtbUF8fPiF794eXFxseyJJ56olm9/7733Ljht85FHHkm1t7dviTBQeO1rXzu3sLDgaZsqWCFIRERERERERER54zOf+cxgX1/fZkNDw87Ro0c3a2pq9MHBwXJd13Hw4MEt4+3b29u3nnzyyVoAuOWWWzYeeuihn73//e/v+M//+T8PbG5uaidOnFh573vfO/ZLv/RL1+wed25uruzKlSuVFRUVd5hdPz09nZWzdXd354zFaHFxsaytrS3ndp2dnVsAMDMzU+p2myqKJhB83vOep3/ve9+LexiWRkdH0dPTE/cwTCV5bECyx5ewsSnNLfCSl7xE//rXvx72WAKTsNc4EIX2nPLw+RTUsZKHr7+yQn1uefS8PB8rSXmOHEeupIylwMbheX4nIqKg+WnTTZJTp06tiVWGhba2th1N0zA1NVVuvP309HR5Y2Pjtvj3K17xivQrXvGK9Nramvatb32r7j3veU/nr/7qrx4dHBw8e/DgwW3j/YXGxsbtlpaW7Q996ENXzK4/ceLEuvxvTXN+C2hsbNy+fPlylfHyiYmJcvG83G5TRdG0DM/Pz8c9BFs7OzvON4pJkscGJHt8SR6bldnZWecbJUg+vsZOCu05FdrzEfLlWCnU1x8o3OdWaM/L7FhJynPkOHIlZSwcBxERuVVfX7970003rX71q19t2t6+nuldvHix4sknn6y955570sb7VFdX66985SvT//W//teptbW1kosXL1YAQGVlpb6xsZGTmb3gBS9Yvnz5ctXhw4c3n/Oc56waf5qamnaN93Hy8z//8+mrV6+Wf/Ob36yVL//CF77Q3NzcvH377bevud2miqKpECQiIiIiIiIiosL1wAMPjP+H//Afjv7CL/zC0d/5nd+ZTqfTpe973/s66+rqdu6///6rAPD+97+/7fvf/37dS1/60qW+vr7NmZmZsg9+8IMH29ratu644441ALjxxhvXPv/5z7f+z//5P9ue+cxnrlRXV+t333332v3333/1K1/5StPP/dzPHX/LW95y9cYbb1y/du1ayblz56oeffTRuu985zuDbsf81re+de4v//IvD7zuda87Iq8y/IMf/KD+Ax/4wIi8oEiQGAgSEREREREREVHeu/fee5e/8IUv/OxP/uRPOn/rt37rcHl5+e7dd9+d/rM/+7Ox/v7+LQC4/fbbV7/xjW/U/9Ef/VH3/Px8WUNDw/add9557W//9m8v19XV6QDwjne8Y/ZHP/pR7Z/+6Z92pdPp0s7Ozs3x8fGzLS0tO4899tj5d7/73Z0f/vCHO6anp8tTqdTOwMDA+qte9SpPi33U19fv/su//MuFd7zjHd1//Md/3LWyslLa39+//ud//udDb3nLW0Jrd2UgSEREREREREREiff2t7997u1vf/uc3W3uvffe5XvvvXfZ6voXvvCFKy984QttK/nq6+t3v/a1rw2ZXdfW1rbziU98YhTAqJdxfvnLXx42XtbX17f1la98xfTxVLbpRdHMIUhEREREREREREQMBImIiIiIiIiIiIoKA0EiIiIiIiIiIqIiwkCQiIiIiIiIiIioiDAQJCIiIqKidM8990DTNE8/PT09cQ+fiIiIyDOuMkxERERERWlychIPPvigp/ved999AY+GiIiIKDqsECQiIiIiIiIiIioiDASJiIiIiIiIiIiKCANBIiIiIiIiIiKiIpLYQFDTtLdpmvYTTdM2NE37lOG6F2iadl7TtFVN0/5Z07S+mIZJRERERERERESUVxIbCAKYAPAnAD4pX6hpWiuAhwD8dwDNAH4C4AuRj46IiIiIiIiIiCLzkY98pEXTtDvET21t7aljx47d9N73vrdta2tL6b4XLlyoiGi4iZbYVYZ1XX8IADRNuxNAt3TVrwB4Stf1L+1f/wCAWU3Tjuu6fj7ygRIRERERERERUWQ++clPXu7t7d1cWloq/eIXv9h0//33905PT5d/6EMfmrC6z7333rt08803n+/t7bVPDotEYgNBGzcDOC3+oev6iqZpg/uXZwWCmqa9GcCbAaCjowPDw8MRDtOdubm5uIdgKcljA5I9viSNrb+/3/I6+Vjp6upK9LFilKTXOCiF9pzy7fkU2rGSb6+/G4X63PLlefk5VpL0HFdXVz3fN6i/AUl6PZIylkIah92xQkRE3tx1112rt9xyywYA/Mqv/Mry0NBQ5Sc+8Yl2s0BwY2NDKy8v1zs7O7c7Ozu3g3h8sc2SkiQ33trLx0CwDsCM4bIlACnjDXVd/ziAjwPAyZMn9aS/GSd5fEkeG5Ds8SV5bIJ8rNx5552JP1aM8m28KgrtORXK88nXYyVfxulFoT63fH9eKsdKUp5jTU2N5/sG+RyS8noAyRkLx0FERKpOnTq1+qMf/Sj1z//8zzW/8Au/cOP73ve+K8PDw5UPPfRQ8+zsbPnVq1d/+vnPf77xHe94R//58+fPHjt2bBPYC/Z+//d//+CXv/zllunp6fL29vat17zmNXMf+MAHJisrK3UAuHDhQsXx48dPmG2zra1tJ95n7l0+BoLXANQbLqsHkI5hLEREREREREREFKORkZGK0tJS1NfX7wLAn/3Znx08efLkyoc//OGRnZ0drbq6etfsfvfee2//ww8/3Py2t71t8jnPec61Rx55pO4jH/lIx9DQUOXXvva1Ifm2qtvMF/kYCD4F4I3iH5qm1QI4vH85ERERERERERGZ+PSnP30k7jEIb3zjGy95ve/Ozg62trawuLhY+qlPfarpm9/8ZtPzn//8xbq6ul0AaG1t3frmN785aNfS++Mf/7jqH//xH5t/93d/d/LP/uzPJoC99uOysjL9Ax/4QOdjjz029YxnPGNN3F5lm/kksc9C07QyTdOqAJQCKNU0rUrTtDIAfw/gFk3TXrN//f8AcIYLihARERERERERFb7bbrvtloqKijva29tve/e73933yle+cu5v//Zvh8X1L3vZyxadgrvvfOc7KQD4rd/6rawJY//Tf/pPcwDw7W9/O2tqOpVt5pMkVwj+AYA/lP79egDv0XX9AU3TXgPgowA+B+AxAK+NYXxERERERERERBSxz3zmM4N9fX2bDQ0NO0ePHt2sqanRAWBxcbEUAA4ePOi4kvD8/HwZABhXHe7p6dnav75Uvlxlm/kksYGgrusPAHjA4rpvAzge5XiIiIiIiIiIiPKZnzbdJDl16tSaWGXYjKZpjttobm7eBoDR0dHym2++ObOt0dHR8v3rsxYMUdlmPimcWkciIiIiIiIiIiIFL3jBC9IA8JnPfKZJvvyTn/xkMwD84i/+YkEvXpvYCkEiIiIiIiIiIqIw3HXXXesvf/nL5//X//pfndvb29qzn/3slUcffbT2Qx/60MGXv/zl83ffffea81byFwNBIiIiIiIiIiIqOl/60peG3/nOd258/vOfb/3whz98sL29festb3nL1Ac+8IHJuMcWNgaCRERERERERESUeG9/+9vn3v72t89ZXX/s2LFNXdcfV71vVVWV/pGPfGTiIx/5yISXbeYzziFIRERERERERERURFghSERERDh79mzOZSdOnIhhJEREREREFDYGgnnqzJkzppefPHky4pEQUTExC42cpFKpEEZCfqn8Lo23YUBIRERERFQYGAjmCasAUOV2DAmJyC8vQaAwPj6OdDrNMCkB/Pwejffn75OIiIiIKH8xEEw41SBQZRsMBonIDb/hkdX2GCTFg79PIiIiIiISuKhIggURBhq3F/Q2iagwBR0eRbVtMsffJxEREVFR2t3d3dXiHgRFb//3vmt3GwaCCRVmcMdgkIisnD17NpKAhyFSdMbHx0N/DP4+iYiIiJJH07SptbW1qrjHQdFbW1ur0jRtyu42DAQTJsqwjsEgEcmiDnUYIoUvytc4qjCZiIiIiNRsb2+/Z3h4uGJlZaWalYLFYXd3V1tZWakeHh6u2N7efo/dbTmHIOHMmTOcX5CoyDHIKTxx/U7Pnj3LeQWJiIiIEuD222//xhNPPPG2wcHBP9R1vQMsCisGu5qmTW1vb7/n9ttv/4bdDRkIJkic1XpceISoeMUZBjI8Kkz8vRIRERElw34oZBsMUXFiOpwQY2NjcQ8BQLyhJBFFj5WBhSkJv9ckjIGIiIiIiMwxEKQcDAWJikNSApukjIOIiIiIiKhYMBBMgCQGcEkcExEFhyFc4UrS7zZJYyEiIiIiousYCJIlhoJEhYkhDUWJ+xsRERERUfIwEIxZ0kO3pI+PiIiIiIiIiIjcYSBIjpKy4AkR+cdqLYoD9zsiIiIiomRhIEhKWClIlP8YylCcuP8RERERESUHA8EY5VvIlm/jJSIiIiIiIiKiXGVxD4Dyy5kzZ3Dy5Mm4h0FkSbUK6cSJEyGPJFlYnUVJcPbs2aI79oiIiIiIkoiBYAGYmpqyvb6joyPQx2MoSEkyPj6OdDrt+n5yQFboAQXDQCIiIiIiIpLlbSCoadr3ADwTwPb+ReO6rh+Lb0TxEGFgKpUyvT6dTmcFhkGFgwwFKW5BhlxiW4UeDBIlAasEiYiIiIjil7eB4L636br+13EPIg5OQaAgXy+Hg0EEgwwFKQ5hVrsVYjDI6kAiIiIiIiIyyvdAsKg5hYFWtxfBYNCtxERhijLYKsRgkChJklwlGNTfmqQ+PyIiIiIiIP8Dwfdpmvb/ALgA4H5d178nX6lp2psBvBnYq4gbHh6OfIBWxsbGsv69vr6ufN/l5WVUVVVhbW3N02OXlZVhfX09M4b6+nrb29uN7ZFHHkF3d7encQRlbm4u1se3k6Sx9ff3W14nHytdXV2JOlaAvXkCrbg5dtx69NFH0dXVFdr2rQS139i9blFy+h0lbZ/L52MF2HuPkIV5jPgRxGvn9liJ8ph49NFHM//v9u9Ikt477Pg5VpL0HFdXVz3fN6i/AUl6PZIylkIah92xQkREFJd8DgTfBeBpAJsAXgvga5qm3abr+qC4ga7rHwfwcQA4efKknqQ3Y+MJG+AczAF7rcJlZWWorq729fji/ul0Gqurq47VgnZjW15ejr11OEm/W6Mkj02Qj5U777wzMceKqNRxOjZUjh2v0ul0LJU+fn8HZ8+eDfV1cctuLEnZ31Qk9ViRmS2yk6R9QQjq2LL6HZhV+sX1Onh5rknct9xQOVaS8hxramo83zfI55CU1wNIzlg4DiIiovCUxD0Ar3Rdf0zX9bSu6xu6rn8awKMAXhb3uKLgtlVYZVtOKxU7OXPmTBDDIcpI0tx3Z8+eTdR4nOTTWKm4Bb04kPyTNEkdFxEREREVp7wNBE3oALS4BxEmv6GdFYaClDRJPWlO6riIZPk2d52f42p8fJxBGxERERGRB3kZCGqa1qhp2os1TavSNK1M07RfB/AcAF+Pe2xhC7I60Gy7DAUpbkk/sef4gpVv4RWFw81+m+QqQBX5Om4iIiIiKiz5OodgOYA/AXAcwA6A8wBerev6xVhHlefkUNDPCsRnzpyJfU5Byk88UfaHrx/lM3n/FUFxoe7TSV5lmYiIiIiKQ15WCOq6PqPr+l26rqd0XW/Udf2Zuq5/K+5xhWlqaiq06kCjVCrFSkGKXD6d+CdxrEkcE5FX+VwBSERERESUD/IyEMx3+RCWMRSkKAV54j89PW36E7QkhRVJGgsRqeFxS0RERERxyteWYVIwOTmZ+f+DBw+6vr8IBWtqajyPge3DFAU58DOrpE2n01m3aW9vD+Rxk9D2x1CBiIiIiIiI3GIgmAfctgvLQWBTU1POZYC7gHB5eRn19fXKtzdiKEh2/ARa09PT2NraQnNzs+3t5ONHDgeDCAbjCgUZBJKdEydOcB8hIiIiIiJLbBkuIJOTk5icnERTU1PmRzBeZgwIrXD1YQqT18BCtAGnUilUVVW5um8qlcrs12G0EkeBQQ9RYeCxTFHr6exET2dn3MMgIiKiBGCFYMTcBmOqQZwI+OQQ0IoxFHSqFqyqqsL29nYgqw8DYLUg+SJCPL+L7KRSqUy1oN9KwaiqBBkeEPnnp2KeKN+NKX4hTERERIWPgWAecAo+3ISBsqamJiwsLGByctLxhEiEJ35DQYAtxLTHS7gVVBgo5EsoWMhBYBLmYSRnZlXlSQ/SrCrhjVMI5ONzIyIiIiLyi4FggXAbBsr3YyhI+SDoMFAQ+3UQgg63CjkIpPwgwjLjcScHaUkKz4zhntPfC6tFiJL43Ch+Ozs7WFpawtbWFqqrq6FpWtxDIiIiIvKMcwhGKIx2YdW5AO24mVcwqDkFAc4rWMzcBl1hhYFCKpUKbD7Bs2fP+gryzp49i/HxcYaBFDurMFBcJi4P4n3ILzGHLnB9bF7/XhifWxKeH8VvY2MDIyMjmJ2dzXw5+vrXvx5bW1txD42IiIjIEwaCCWd3QuO1VdhMnKEgg0FSEVYYKAtykRHVYFDczm+QmM+K9XknmV0YKIs7OFtaWsoJAoMSVejJ/T/5dnd3MTExAV3X0dvbi8OHD6O9vR2HDh3Cl7/8Zezu7sY9RCIiIiLX2DKcUKphWxBhoLytONqHAbYQk7WoVgIOsnVYxpN9yleq4Zq4nWi1jarNVjW09Ev8bYjyuVGyzM3NYWtrCz09PZmV7RsbG/HpT38amqbhxz/+MZ7xjGfEPEoiIiIid1ghGBEvVXAq1YFBcxMwBlkpCLCFuFh4CciiqA6keDE4DZaf13NyctLTMRdVC7GoRkylUplwJmxJao+maG1tbWFxcRH19fWorq7Ouu6xxx7DkSNH8J3vfAeLi4vxDJCIiIjIIwaCeSzI6kAj1ZOeMEJBBoMUp6gqEikXQ8H4+Q28RJttGC3ExnkCoxZmKMh9P7kWFhag6zpaWlpMr3/5y18OXdfxve99L9qBEREREfnEQDACXhYTcaoODDMMdDOfIJAdCrJakII0PT0d6Yk/KxGJgjkOgpxb0GzBkLjwb0Rx2d3dxfLyMlKpFMrLy01v09DQgLvuugunT5/mF0pERESUVxgI5pmo2pW8hIJsISYqXNPT06Y/QWOlVHyCfn/xu1pvkoJAI1YJFofl5WXs7u6isbHR9nbPfvazUVFRgUcffTSagREREREFgIuKJIxTdSAQbquw8XEWFhZc3UdebASA7wVHRCjIBUeIomMW9Jn9XUqn0zm3bW9vD21cFL4wQjfjoiNGBw8etAzYkhQCCmEtQETJk06nUV5e7jhXZU1NDU6dOoUf//jHeMELXoD6+vqIRkhERETkHQPBkLmpcnOqrItrMvOlpaWcibTtyCd/XIWY8tH09HReBFtuKvSMz8fuvm5XlxXkgNDP63f27FmcOHHC8/3JvSjeX6z2q2vXriUy+LMj5kkMetVh7vvJsb29jbW1NTQ3N0PTNMfbP/OZz8SPfvQjPPbYY/jFX/zFCEZIRERE5A8DwYSxOikSJ2tRVQcKTU1NWFxc9HTiY2whZrUg5YOkVP+ohn2qQYpxe2FXgvkNBhmMRC/fQrkkCCMUpGS4du0aAPXjorGxETfeeCMef/xxPOc5z0FlZWWYwyMiIiLyjYFgiNxUBy4vL6OszP7XEXUYKNTU1GBlZcXziU8YbcQMBamQGMO6ra0tlJeXBxrQxLE4iwgGndrtKFhu56KLq/o8TKOjo4636enp8fUYYX15cPbsWYazCXDt2jWUl5e7Cvae+cxn4umnn8a///u/44477ghxdERERET+MRBMELvqQDdh4Pj4eM5lXV1dnscFXJ9P0E8oCCCwYJDVgsWhvb098pWGhbDahlXm51tdXUVNTU3gjx018bzm5+exvr7u+vVklWB0CiGAMoaAzc3Nlredn5/P3N5vMBhGleD4+Dj6+/sD3Sap293dxdraGhoaGlzdr7u7G+3t7XjiiScYCBIREVHiMRAMSVBzB6pWbsghYEtLi+X1foJBORQEEEgwGES1ICfvpqCJyh+/oaDq4hyFrqqqCjs7O3kzNyPlj/n5eezu7mb+bRcCysTtRDDoNRQMc4oBBuLxWVtbg67rqK2tdXU/TdNw++234+tf/zrbyYmIiCjxSuIeAO0xa6lTmTdwfHw8E/a1tLSYhoHiOnF7P5qamjLjmZyc9NxqlkqlkEqlMDU15biYipOxsTFXASzlnzjm9BPB3fT0tON8fuI2xh+xn8s/xUp+Pd1w2/5K7uRju/Do6GjmB9gL98SPW+I+Ki3GdsJ6Hbn/x2NlZQWaprlaUE04efIkysrK8MQTTwQ+rp6eHmia5unHbyUsERERFR5WCMZsamoKqVQKa2trptc7hYGAeUWgmZaWFszNzWF8fDyQFmIAWRWDgPuqwSDnF2QbcWESbcNxMFskw+52ZC+oyksKVj7sv1btwFtbW7633dzc7KtSUOzXYVWEsVIwequrq6iurkZJifvvzaurq3HTTTfhzJkz+MVf/EVUVFQENq6xsTE8+OCDnu573333BTYOIiIiKgwMBEOgWq3m1CpsFQY6tQfbCTIUBLIDS2M4CKgFhGG0EQMMBpPqxIkTrqte4pxLEIg2MBHH0NLSktLt860lLSmrOJM/fivq3PJS/ed2+0kOBSk6Ozs72Nzc9DUdye23344zZ87gqaeewqlTpwIcHREREVFwGAjGzCxosGs9clsVaCboUFAwBphuqwflakG/oSDAYLAQpdPpvKhmUmV1rFdXVyuvbGm2jXwIJNxUCbJCKjnkIDDskC5qSQ4FeQxER3RseGkXFnp7e9Ha2oonnniCgSARERElVt7OIahpWrOmaX+vadqKpmkjmqYlohfCb3Wg3byBQYSBQlBzCtoR8w26mXMwyLkFhTNnznCOwYTxcmIrwqN8ri4Tx4D4aWxsNP1xw+z+xsdJGq/zCVKw3O4bxjn7CpHfOQXFvh3Gccf5BKOxtrYGTdOUv5QxIxYXGRsbw9WrVwMcHREREVFw8jYQBPDnADYBHADw6wD+X03Tbo53SO5YVTqFHQYKUYSCgpdgELBvq3aLwWD+a29vR3t7O9LpdF4Eg04BYFiMjxFEQGjcht9tFlKlZz5T/T3IYWChYyhY3NbW1lBVVeVp/kDZrbfeitLS0lAWF/FK391FfWlp3MMgIiKihMjLlmFN02oBvAbALbquXwPwiKZpXwXwBgDvjmtcQVUHGoURBgrGUDDIFmIzZouRWLVWBd1CLLCVOBm8zCUoiDkF0+k0ShN2cmM8jsMM/lQYH39xcdFTUOH0PLwuLqTaOsyWyfgUUxgoJLl9mMKzu7uL9fX1QPb1mpoa3HTTTTh9+jRe+MIXory8PIAR+vP4Jz+J9xw5gj+5fDnuoRAREVEC5GUgCOAGANu6rl+ULjsN4LnyjTRNezOANwN7q9cODw+HOqjl5WWl221vb6OqqiprZeGlpSVomoaamhpsbm5mLl9cXER5eTlqa2uxs7MT+JiFxsZGrKysYHp6OufEf3t7O/DHq62tBbC3kt/U1BQaGhpMb1dWtreLjo2NAYDpJN/r6+uexvDII48AALq7uz3dX8Xc3Fxo23arv7/f8jr5WOnq6gr9WBFUjxkzVVVVAPaOkfX19cy/42BcAESee2pjY8P19ra3t7GwsJBzud2q46q8zovl9DzEdtfW1jA5OZl1TMt/02SlpaVYX19X3g+i2i+TeKy4YXw9rf5Gbm9vW65wLyspKUFtbW0gK/oGLcz3RVHpJ74wcxsSlZWVYX19HaOjo5bvcVbs3tceffTR0L+8U+XnWEnS++Pq6iqA6697SUlJ5jIndn8DOjs7cfbsWfzLv/wLjhw5Yrsd1ddDdVxmzn/rWwCA5vJy23En5XdTSOOwO1aIiIjikq+BYB0A4xnkEoCs3idd1z8O4OMAcPLkST3sN2OVk9qpqSmUlZXlnJQvLS3lBHEqlYFXrlyxfbze3l7HMQn19fWYm5vDzMwMgOxqwYqKCuXtuFFRUYGFhQUsLi4CsK4sqq6uRjqdxurqqmm1oJ/VAMXvLayKwXz4ECgfK3feeWfox4rQ398fSAvc+vo6dnZ2YlkNWPBSCSiCbqOysrKcAEE+No3CDLXdqqysxOLiIpaWlrKO55qaGtPb7+zsKB+/STiW4jpW3DBrpzd7jVdWVhwD4tHRUV/VUiMjI57vq6KystIxrO7r6/P1GI2NjZifn8fs7KzrakHx3rWysuK6UtDuuEjifmekcqwk5XmIv08iIG9oaFCuPrd7Dn19ffjJT36CK1eu4IUvfKGvbRnH6kXN/pexJQqPlZTfDcdBREQUnnwNBK8BMH5SrgcQ26RibuamM4YWk5OT0DQt6zK7MFAOAZ1a7eTbqoSD4vHEKsQA0NbW5ng/P4xtxFG3EAtnzpxhG3EM/LQOC+I4mJ6eDj0UlIPAIEJAs2PcrOrJ6ouBubm5rG0mIRxsbGzMtCarhCBuVhymZDMGgK2traE/pt0xPzs7mzUmr+GgnxbiMNqH2UIfjvX1dVRUVAQ2FYWmabjjjjvwzW9+MxF/57T951Vi+MxJRERExSlfA8GLAMo0TTuq6/rP9i+7FcBTMY7JkdncgSJckL/xVQkDVT9UykGJuK+bYBDYa8n00yqm2trU1NSkFAoC11/LoINBzi+Y38TcgkGHgkGGgEHPBSpvTw4H4w4G5VDQrl1ShCWUPG6qA0XoFkUA6IY8Hjkc9BIM+g0FAXBOwQTTdR3r6+uZKU2Ccuutt+I73/kOHn/8cbz0pS8NdNtuiYVS8nlFQSIiIgpOXgaCuq6vaJr2EIA/0jTtTQBuA/AqAPfEOjAFZkFFU1NTZo4tqzDQbRBo5DUYBPbm+/P6bblcaQg4h4MqoSCQXS3op33GCqsFoxVElaAsnU4HEgr6CQLDDAGtyBW+SQgGRShIhSupQaAZeYxeg0HjCsRegkGGgsm0vb2NnZ2dwOejFYuLnDlzJvbFRXTDf4mIiKi45WUguO8tAD4JYBrAHID/rOt6LBWCKu3CdtWBRkGHgTI/waAXxuolldWM3YaCy8vLlnML+sFQMFpBhYKiStCPqINA41yg1dXVtos9OB2zSQoGRSgYRHDPNslk8RoGep1X0O9cgDIxZj/BoJ9ViBkKJo9YUKSysjLwbd9+++04e/YsnnrqKdx2222Bb1+ZziiQiIiIrsvbQFDX9XkAr457HG5YVQcKciWdEGQYKDMGg2YBw827uwCAWV3H1QAe02x+Qqtg0E0ouLa2hu3t7VDmFmQoGK2gKwXd8hoEBhECGo9xuwpH1blBvQaDR69dAwD8rK7O8bZBScL8WoWsyfD+suBQrS0q4KyohoFm4d+BAwds7+NmW3V1db4qcP0Eg15DwaDmFGRAHqwwA8G+vj60trbisccew6233pozbzQRERFRHPI2EMx3KtWBqmHg0NCQ6eUDAwOO4xDbtqoWrBgcRNnGBm7793+HdscdePLoUcdtOjEGg35DQSC7hRgIdm5BhoLRiiMUjCoIdLMgkB35virhoJtg8NjTTwMXLgDHjgE33eR5jG5wHsHwlf7932NnYgJlt98O/fgxNAGYLLGfScxq/kCVMFAO77wGgEZm21lZWQlk0ZDW1lZPcwx6bSEOY6ER8mdjYwOVlZWZefaCpGkanvWsZ+FrX/sahoeHlT6fhUHfrxBkHElERESAQyCoadpFAE/u//wUwE91Xc/tfSVbZu3CQHZ14OLiommgYBUaGENAYwA2NTWVdRunD5+izVIOBp8qKcGpxUVsLi3hH0ZHgdFRvKiqCtX33YefBjAnWktLS+ChIIBQViJmKJg/3C4qIsLAfAgCzahU+wryWK1WJv67L30JAHDvsWOBjbG6uprBR4xqFhfx48FBjO7uAt//Pl4DAM96lq9tqoSBZgGe13ZhwRjU1dfXZxaBuHr1qq9wUDwnr8Gg22pBBuHJIRYUCXOV+pMnT+K73/0ufvCDH8QWCIqWYVYoEhEREeBcIfhn2Fu991UA/gBAtaZp09gPB7EfFOq6fjHEMSaayvyBgH373/j4eM4k01euXHEMA+0CL+N1KuGg2fyCN99xByqGhvCic+cw4mOlYStBh4JAdrVg0C3EFI0oqgS9VAW6CQK9hICiyqi2thYrKys519sFDU7VvkZOVYNbAc7XRvG7vboaXRsbe/9oa8Pu7i5SNqs/W7EL9KyCQPk+nZ2drh9TmJiYsA385MeVw0G/wWCYoSDA+QSTYGtrC7u7u4EvKCIrKyvD3XffjX/+53/G1atXA6ucdUNUCHKVYSIiIgIcAkFd1z8m/l/TtLsAfBHAtwBsAXgegHcB0DVNW9V1PbyvVQvM5ORkVnUggEyFA5A7t5igEgRaEfeRKwdVgsGHx8ZQXV+P5731rTi+sAAA2DKM3S8RCtrxEgoCCLSFmFWC0QozFHRTFRhmNaBxnjaxn5aUlJh+iSDf3ipwkKt9VRYMMgaDr/m//i8AwEXpbxLlt9XGRuCtb0XnwjwAYLupGedLSuD1TdusOtAsDLQLAq2mujAj3quM2xgZGUFDQwOWlpYsw8EggkE393cbCrJKMBk29sNyt/MHlpSUuKq2q66uxjve8Q68+93vxt/8zd+4eqxAiECQFYJEREQEd3MI/jWAt+i6/rC4QNO0nwfwWQAxfKrJD1btwk6MQYKfMFBmDAbt2lbEGNLpNB7eD0XCXJHYrkoQuB4KuhF0tSBDwWRTaRf2EgaGGQS62S/l29rNWea2WhC4/hxP7/97TgpCgfhWKaZgLHR1AfLfV4t5bIG9fctq/kA7ZmGgHOIZQ0CVfWpsbMyywr2zsxPl5eVYWlqyDO3MxuQlGHTTRuylUpBVgvHyuqDI7u4uHnzwQVf3mZubQ1VVleNnnjAxDiQiIiLAXSB4FMAF+QJd17+vadpbAfx/ALwnyIEVEqd24ZaWFuzs7AAwrw4MKgyUdXR0KFULAnvjT6VSOXMMBkmlShDYCwXdnjgxFCRBNQyMIwiUt1NfX4/l5WXTbYhjT9zfKRh0Uy0ok5+721WKqTCNjIzYVgca/y3CQDnQc7v/GG9vFg6Kx5Fbis1COxEOepln0G0bsZtQkFWC8dvY2EBFRUUkc+s1NTXhypUr+O53v4s3vOENoT+eTN/dBcBAkIiIiPa4CQT/DcB/AnC/4fJzAE4FNqI8ojp/oMysXdjILFSwC7IGBwdtt3f48GHTy91UC8rjCjMYVP3GPO5QkKLhpm14enra9nqVMDCsIBC4HtzZBYEi2CgtLUVdXZ3t48rB4NTUlGXw4CcUFIxtxQwFycgYthnDQOM+4/S+JZPfw8R2ROVgc3MzGvbnQnQbDHppJ5arBVVDQUq+jY0N1NTURPJYJSUl+P73v4/a2lqcO3cON954YySPC0hzCLJlmIiIiOAuEPyvAL6naVovgP8fgDMAKgG8E4D9mTiZGh8fz/q3XXWgGfmEyipEGx8fz9zOKRhUqRYEwgsG3VQJum0dBoINBVklmExW1bhBhoFBB4FuF1kQt5ePvShCQeD6a8NQkISRkZGcxRHswkD5fUu1nVa+j3gfE9tcXV3N+ULLGAxaBXdeg0G3cwuqtg6zbTgetbW12NnZCXVBEaMf/ehHeOMb34j/83/+DwYGBqJ7bC4qQkRERBLlzwS6rv8UwF0A2gH8BMAqgGUAbwTw7jAGl+9U5g80hg+q1YHiBKmrq8u2ok6+fnBw0LYqwxgMOmlvb8+ZqywqonXYLeNiI354qRClcNhVBzqFgWNjYxgbG0NLS4tlGHjlypXMj9jvVdqDgw4DZcZg0NhCbBT0sTpmmGOQkiGshXjsVhe2u41ZGNjT0+NqFV759sb3MFFxPzQ0lPPeJY6RkZER2/EfOHAgq8JR5bkCucGgGTEXo9VxKTjNfUrhEb97t/MH+rG7u4tXvOIVWFlZwbe+9a3IHleIojWaiIiIks/Vl4S6rv9M1/UXA+gF8BoArwIwoOv6F8IYXCGQP+S7DbCGhoYcw0BVqsGg21AQuB4MisAkSnGHghQuN+GG3Qm1XRgIWFcFyvu0SggoyEFgGGGg4CUUFMeqHyot1ZSf7IIrs/kDjczmDQSyw0CvRDBofA/r7u7OBI9moWCYwaCbUJCSSfzdjDIQBPY+lz3rWc/CE088EVqQb6SzQpCIiIgknj4T6Lo+puv613Rd/0dd15mquGA1f+D8/LxS2OAlDJQZg0EzXkJBQK190klLS0tOK7UVp7kY7QQVCrJKMH52k/FPTk56CgO9BIGiInB0dNQ0CBTbBYIJAwW3oSCAQEJBgFWC+crpixTVAMusXVgmQrogwkCZVbWgVSgIhBsMqoSCgHOVIMWjo6MDZWVlKC0tjfyxf+EXfgG9vb346le/Gs2XlJxDkIiIiCT8kjAmTqGXXRjnNQw020YYoWDUVYJLS0ue7hdUixZDwfiZ/S7tQg+nMBBQCwLlEBAwrwg0bjfIMFAwblNljky/x2qQVYLpdFopdD1x4kRgj1nsgm5RHRkZsawOBIILA522ZxcKAv6CQTtOoaBqyOql6p38OXDgQOTVgUJpaSl+7dd+DY2Njfjud7+Ly5cvR/K4/PBPREREAD8TxMrphNp4Uu9mVUYVqqHg7OxsoI8bJD9VgsDeSTHnE8xfVnMH2s0baBUGGucItGIVAqqEcGGEgTJjwKdSkRR1gE/hiartUEUUi8709PRgZmbG8rHtvtDyEgw63U6lpdrumOQ8gtHb3t5GW1tbbIEgsLeoyRve8AbU1tbib//2b/H9738fu7u7oTyWaBnmHIJEREQEMBBMBDcn5HbVgZcuXTL9UdmeUyjoRhxVgn5xPsH8ZbU6o9swELBue/cTAorthx0Geq0SBBgK0h6rsEp1kY24mL1/qYSCwPVgsLOzMxP4WT1f1WpBv1WCFJ2ZmRmUlJTEGggCQH19PV760pfi+PHj+O53v4uPfvSjePzxx7G+vh7sA3EOQSIiIpLwM4FHThVhbgMmuTLA7ATGqTpQBH+9vb1ZP/J1VpxakBsaGly3DkfNT5sV5xNMJqdqJ6fqQCMvYaCfENC4/Th0dHQ4VgkyFCwuk5OTtpVoVqGVSvVbHOyqxFVDQUGlatApFFSZT5BzCSaHeN+POxAEgIqKCtx777143eteh+rqavzjP/4jPvCBD+Czn/0sHn30UUxMTPiu7NM5hyARERFJyuIeQCEzrjDspr3VLHSwCu4uXbqUCf+M5FDwyJEjto85ODiIw4cPW14/NDSEgYEB223EoaamBisrK762kUqlbBenUHXmzBmcPHnS93ZITSqVwurqas7lxupAuzDQKggEco9Dr6FZ2NWBsitXrlj+PbDS3t5uGbAGYW1tLbRt056o24WTXjUodHd3Y2xsLBMKqryHieN1YmIi8zz7+voy1x84cABXr17FyMhI1uVCa2ur5VQbzc3NmJ+ft338yclJ1NbWOo6T/JuamsLm5ibKy8vjHgqAvVbeG264AUePHsXY2BjOnTuHS5cu4dvf/jYA4J3vfCfGx8dRU1ODuro69+MWLcNBD5yIiIjyEgPBPOdU/Sf09vbahoJdXV22C510dHQkvq12cnISBw8e9LWNqakpT23SFC276kA/YaBcuSP2A2MIGGW451ZnZycmJiZyLh8dHVVa1MFLmKjK77FJ/gW9YIXdCsNJIioFgwwGVUJBq+sA62MyqC+nSM3dd9+Nd7zjHbjlllviHkoWTdPQ09ODnp4evOhFL8K1a9cwNDSEP/iDP8AznvEMrKysYGZmBvX19WhpaVEOBnUGgkRERCRhy3AMxsfHXa3Q6dQu7OYEXjVADEKULYh+FxcB2DqcJCrVTsa2R7uww00Y2NHRgc3NzcwiI/IcY17CwImJCdOfqKgG3Cqr/Bq1tLRkAleKj5vqQKt24dHRUdN2YS+VgAMDAzn7RRLaZLu7u7PaiOUfO8ZWYkFlTkGz6ziXYHK0tLTgZz/7WdzDcFRXV4cTJ07gq1/9KgYGBtDf34/Gxkak02mMjIxgeXnZ1fbYMkxEREQAA8G8YdYu7DbccwoOu7q6AlvJ2Eu4ILOrVrTjtwKGoWB+s6oOlJkF1SKsEEEgAM8BoBnj3J69vb2xhIMqOJdgYfLzt9Hv/IFiKookhILA9WBQ/lEJCN2Ggn5et6WlJaXbJWllaYpORUUF2tvb0dfXh8rKSkxNTWF2djZTAWhF31+9mB/+iYiICOBngtgZT77dLt4RVnufmY6OjkgWF3FTPSkLokoQsK6gcYuhYDimp6eVqgPNWoWNC4iIRUNEVSAQbBBoR174J6hwcGJiwvJvgkoY4zfIp+gFVR0YBjmQDysUXFhYCGQ7dgGhzLgiMeBcKWhVJWj1WgT1HkSFr6KiAt3d3WhoaMD8/Lzl3JWCvrMDAL4XJyEiIqLCwEAwAYwn4SotflG2/sYlripBYO+ELIg5E9lO6Z7XihdjdSDgHAYCe8ebXBUoXLp0yfEnCMZVwScmJpSrg1Tl08rIpE71WFHZn4JoF5YDbbM5+oIOBcV27BbD8sosHJQZqwWtQsGkrs5M8SopKYGmaVk/AwMDOZcZf8xomob29nY0NDRgYWEBi4uLlo+7ux8I8sM/ERERAVxUJPHsWnijrA70yusiBS0tLZibm8P4+Ljl6spmmpqaAqsYEaEgFxlJDrPFRMzCDqsgViUMFEGf0343Pj6eua3TCt6qxLFSUlKC4eHhzOUqFYtBtR6HveKwUTqdZmViBLxWB6oGWn19faYB4tjYWGbePuB6eCe/t6kseCOTx9zW1oaNjQ1X93dLnncQuB52ikV8xOIhYqERI7sFRuwW/AlioSxKpt3dXTz44INZl62urqKmpsb2fvfdd5/p5SIU3NrawvT0NCoqKky3JQJB1gcSERERwC8J84KbQCxJ/J7ki+ouL5WCQa6myfkEo+NlMRFArTrQrBJXXjREVP11dXUpHXPy7cKo2HXTUiwuz4cvCSgYqtWBk5OTqKqqMr1OBGthLXIhgjOzgP7w4cNZFYNufoz3D8Lg4GDmx4oxGATMKwVVW4ftXner35kZziNIwF4oePDgQZSXl2Nqago7++GfTN/eBsBFRYiIiGgPKwTzUL61C3utEgS8VQqKKsEgqitSqRTS6bTvSsEzZ87g5MmTvsZS7Myq1uzmDhSM7a9izkARBgLqVYFmurq6MtWCVpWCfo4B+X5XrlyxDAUZBpKRyhcjVqHUyMiIp3bXiYmJrIpWEQqKEE2uFgTCafe1YxX4yVV6ZrcR4zSrFhSVgjJjRWBra6vl/G52VYJEbpSWlqKjowOjo6OYmZnJ+dzClmEiIiKS5d1nAk3Tvqdp2rqmadf2fy7EPSYnk5OTSgteuFmwI19O/kVVlp85ybxUCorXO6j5BAH/lYLkn1l1YHV1dc5lxoVpjK3CQYWBgl2lYJALlJitVixXEgalvb2d8wgmmEpFmPjb56VV2O3cgYJZS6wgVwvGMbeqXP3X09OT8yMzu85YPWgMBsVCI4D9IiNuqgSBYKvdqThUV1ejubkZy8vLWFlZybpul4uKEBERkSTvAsF9b9N1vW7/51jcg3FjfHzcdhVd+dtcsyqFfKsOBOIPBYMQRCjI1mF7btverKoDrVqFRQAiVhMG4KpF2InTNhiwURCCXFXYbiERu+pAu8Cwr6/Psop1YGAg8yOCwbADQrMg0C2rYNCshdgYCsrsXlOzgJarDZNXzc3NKC8vx/T0NHRdz1yus0KQiIiIJPxMEIKpqSmlD/Jm85oZmYUM+VIdKGtvb89UHXkNRrzOKRhUhQVDwfhMT08rzx0omO1nIgwUcwYGPT9nV1dX6FWCfgS1uislm93fPJV5A1Vahc0CL5nTIjdyOAgglIDQbxBoZAwGgexQ0DifoPH/rS4LokqQ8wiSrKSkBG1tbdja2spadZgVgkRERCTL1zkE36dp2v8D4AKA+3Vd/57ZjTRNezOANwN7lXfyqp1+LS8vW163vb2NtbU1eRyZIKK8vDwz0bOx1TGVSqGs7PqvpLm5GZWVlZl/T09P49gxfwWRbW1tWFpasgwim5ubs8YA7H2wFJd1d3djdnbW09xSwPVqwZmZmazHVCUCIDGfXGNjI7b3J8k2U1tbi9XVVUxNTaGhocHDiLOVlZVhfX0dY2NjqK+vd7z9+vp6zmVB7odu9Pf3W14nHytdXV2xjNHumNra2sLq6mrO5RsbG5nf/8LCAhobG7OOLxEizs/Po7OzE/Pz82hoaMDMzAwOHToUwrPY25/n5+fR1taWdXlPTw8WFxeV9ndN01BSEuz3NZ2dnaYrMluprq7GzMyM43jLysqUVnk1+/0Be3NejY+PK32JEtV+mdRjReXLEPE7rqqqyrwPyVWxJSUlqK2txdbWVs595+bmHP+2z83Noa6uDqWlpZa3EcfW3NwcAPvgHgBuuOGGrH/Pzs5m7S921d7G9ythZmYGbW1tgVaKCzfccAMWFhawvLyMtrY2HD58GAsLC1haWkJfXx8WFxexuLiIzs5OLC8vY25uLvOFVmtrK9LpdM7rX1JSgvHx8czxJn5n4j3H7u+jEMffbT/Hitg/ksDq71OY9zXeTz5Og3g8TdNQWVmJ2dnZzHGyvf8YJbDfX5LyuymkcdgdK0RERHHJx0DwXQCeBrAJ4LUAvqZp2m26ruf01+q6/nEAHweAkydP6kG+Gdt9OF9dXc0K+xYXF1FRUQFgL9gQJ1Jra2uZk+DZ2Vmk02nU1tYCuF59ILYjqo7M5ktzo7q6GleuXLEMx+bn53NOoMrKyrJCt3Q67TkQFOSTf/kkV7X6sb6+HnNzc5mTPvH6mqmoqMDCwgIWFxd9LzIC7L2G6XRaKRAUY5UtLy8nboER+Vi58847Az1WVJw9e9by9ZyenkZ5eTlqamoyl01OTmaFDJWVldje3s4cW6I6MJVKZSqiFhYW0NnZiQsX9qYd9XssWamursb4+Djm5+dzFhmpq6vLnITZ7eslJSXY3d0NfGwrKyvKAXwqlcL09LRt8AMgE7AaF4uQra2tZf3+jHZ2dpSOpyScUMV5rKTTacfbrKysWM61OTo66msREbkd1mwFU6PGxkaMjIxkBdEq1bLG9ydjNZ6RMZCWKwPlL+fsPP3007bX33TTTVn/FqsAP/300zh8+DBqamowNjaG+fl5DAwMYGJiAo2NjaitrcXVq1ezpjLY2NjAxMRE1pyLjY2NmJ+fz/q7JP5/e3s7b44PmcqxkpQx2/19Cuu+ZvdT2ZabxysrK8PIyMj1Y2S/fViD82uflN8Nx0FERBSeRLUM7y8Yolv8PAIAuq4/put6Wtf1DV3XPw3gUQAvi3fkwTCuBmdsZzQLEM6dO2f5EyY3C6A4Ee3EckuxSluxOMGS22GsBLnIiMBFRqLjVD1m1mIoV8GKyosgFhBRobLISL7MKZgv4yx0bhYSMeO0iIibMNCNvr6+zA+w10osflQZ5x20I4eBTp5++unMj3GsxnHLt5P19PRYBpZWrcNe5hJk2zB5UVlZiVQqhYWFBdTU1FyfQ5Atw0RERISEBYK6rj9P13XN4ufZVnfD3pedBcssVBChn90JjF0o6GdxEhFcBhkKCiIYBKAUDLqZVzBpi4yQN1YnxmJfkPcZ+eRaBHEqYeDZs2dzftxSDQWjDNw6OjpczSPoNMepqurqaq6WGjK7VYXn5+cBWC8i4rSAiNcw0MhvOCjmG7SiGgZahYAq4zYLBuVQEMidT9BqgRG3cwkSedHS0gJd1/FzP/dz2N3v9kjUh38iIiKKTV59JtA0rVHTtBdrmlalaVqZpmm/DuA5AL4e99jcsgsBBgcHbasDRdDndAIj39ZqW1aP7yTMUBAwrxq0ItqsVUPBoBcZ8YKLi1xnF7aJuSKN5HbhhYWFnOuN1YEqi4gYw7/e3t7Mj9n1KsQKxpcuXcoJBjs7O3OCwaRW46mMK8yVYoVirYBSfd5mf5OcVhRWWU34wIEDvsNAI6tw0C+7MNAsCHRLrhg0Pu7g4KDpIiPA3mtotzqzzCq0Z6hOXlRUVCCVSuHuu+/G9v5cglxUhIiIiIA8CwQBlAP4EwAzAGYB/N8AXq3r+sVYR6VofHw8ax4hleobY4igEgYKTpWCZpVLblop5VAwrGAQUFuh2O0KxDyxyh8qwatVdaCYc82pItYqBBTMwkE3nKoFjeHg/Px8aOFgGFWC8t81r6zCX3Lm9PdMfGkiswsDg6wKVGEMBr1w+iLLbxAos6sWlENBwa51WLVKUPULqGINzcleS0sLSktLsX70KIACb6shIiIiZXkVCOq6PqPr+l26rqd0XW/Udf2Zuq5/K+5x2VEJnoaGhmxXwBUhhJswULAKBYOoEgT2wgXxI4JB1R+35FZiM6qhYNCtw2wbjo7K8SQHWJWVlY6twnIYqEIEg16qBQGYVgsKIhhsaGhAZ2dnVuVg0BWEbkJBIJgqQavfn59q20LntzrQqjLQSphVgU78hoJW1YFyGBgkY7WgeHwRCqq0DrvFL7PIi4qKCjz99NPYPHIEelkZ5xAkIiIiAHkWCOYrNwGU3C4shwZewkDBrlLQrkpQNRQU5HBQ5cdLUOhULeimUinuEyu2DftvF7YKoOSwy6460G0YKPNSLShaiMW4nCoX5epB8RNEQCiqe1VDwSCqBOXfGwXH6u+Y1e9WBH7G6kBRFWgXBIrbyD9B8/IeNzg4GHkYKBi3axyHsXUYUKsSFPM+yhickx//9oMfABUV2DxyhB/+iYiICAADQU+iDHLkoMLPCY1ZKCi2HWQo6IZZSAhAKRy0qxZsaWmJtEqQwqNyAlxXVwcgd18QcwcC5tWBfsJAwU+1oF0bsR2zFmMv4aCXUDAJcxwWU0ukn+pAILf91C4MBHLbg43hnzGclm8TpL6+PuUqwZmZGcvrnn766UBahJ2I9mHBOJ+gEFSVoJNiOkZI3fTkJEqvXsXGsWPQSvjxn4iIiBgI5gW71YLd8BoK2p1wBc0qHDQjQkGzSgpAfT5Byg9u24UB67AtiDBQ5mduQatFR1SYhYNuuA0FnR6jpaXFV9sw5xF0x011oJswUA75jPuYTL4urIpBFWbVgSIMjJLZfIKAtypBgIuLULBKNA2V585Br6lB3ZEjcQ+HiIiIEoCBYILI1XiXLl0KrDpQZhcKmomiUtCKSjBo1cqo0joc5IrDFA3VduHNzc3Mv63mDgwqDDRuz0t1jt9gEEBOS7EqN6GgSuswYP27Ydtw8FSrAwHnMNAsCFQlVwyGZWhoKKvqzup9yRjMRcFqPkGvVYJmC8EAbBsm70oAlE1OomRxEamTJ6HretxDIiIiopgxEPTg5MmTgW1raGgoc0IO5IYXQVUHyqxCQasgorGxEV1dXRgcHMz8uCHfz+rHjjEYNEqlUpYBCKsE85NqpZjZ6sKCVZhx9uzZwMNAwWsLsSBX5foJBgG4CgbdhoJOVYJOGMQ7c9p/7KoDjWHg3Nxczu3MwkDAfRAoCyoUdHN/4/QPYc8ZaMfsMVWrBM3+Dbhf/Edg2zAZlWgaNACV586hvLnZ83sMERERFY6yuAdQjK5cuaJcaQOEc2LT19eHkZERnDt3DjfeeCOA7FDwiEk7iQgrxsfHXYWCVhVaMuP2Dh8+nHObjo4OTE1NYWhoCAMDAznXX7lyJSvoaWlpMT0RpmRwOmF1Wwlj1i6ssu+Fobe3F1euXMHZs2dx4sQJV/ft6upCZWUl5ufncenSJdNj0YkIHiYmJnKOCyvi+BodHbVcoEHmtN2xsbGc6ihg7wuGxcVF0/uItmGnv49eXtdC5OYYkasD7cJAQWUleLO/w52dnZiYmMDIyIiv9y6nUNLuPSiOMFD29NNP46abbkJPTw9GR0fR3d2dUzV74MABXL16NfPv1tZWzM7OZt3GanERYC8QPnjwYPCDp4JVur+ycPnICK6dOIFHH30UR48ejXlUREREFCdWCBYxt3MKCqK9UfVHhfH2VpWDVpWCdgECqwSLh1M1TZjVgUZ+WoiB4NqIAfW5BVUrBe0W9QHcrfZNwbGaO9AsOLQKA+XpGbq7uy1/jLeVhdE+bGwXBnLnDoyjVdjILowUVYJ+Xxe2DZMX4gO/putYfeopjIyM8PMRERFRkWMgWOS8hoJhMgaDRnahoDGgCDuYSKfToW6f3JNXF46b31AQUKuwteN2bkG3oaAduwVG2Dbsnd1rZzZ3oEwOo8zCQABZoZ8VYzBo5DUU9BuWxV0daGS14rCg0jZMFISS/QpBANi4cAGVlZX4wQ9+EOOIiIiIKG4MBBPIuKBI2JxCwaBX/hQVT06BowgGzaoF5XkX45aksRSqyclJpQVFkiioUNBvQO+mWtDNnIJeqgTtFhdRXW24kOdIU3luKlViVuGSvKiFWRjoRhihoDHQN257cHDQtDowaWGgE+PiIsZFX4C9gJfzCFIQ5A/82tYW7rrrLpw7d86yLZ2IiIgKHwPBGPT29gYesvllFQrKwaCbQEIO/Yw/Ztu1275dhZTZSahqe+TCwoLS7ayk02mGgTFyW/0Z58lxEKEg4L9q1021oEoo6GYuVAqX1e/JbO5A4/9bhYGqi0AFFQqOjIxYVve6DSrj1NfX59i+HEQlIKtsyQ25QrBE03D33XejpKQEP/zhD2McFREREcWJi4pEYGFhIWclRDtHjhyJvEoQMF9oBNirUKiurgbgLpBwGr/x+itXrlguaiIqBeXFRsQiCLL29nZXYavXSdnZKpwc8/PzyguKRH1MGR9bNaw209XVFdh8T2LhB6eFQcyOMTNW22lpacHY2Bja2tpyrmtsbOTCCAFzahcGzKsDgezATYR+ZovLjI6O5vwtFve3qtxVWWikmFplxevhRyqV4vsQuSIHghr29qGTJ0/ipz/9KZ73vOehtrY2vsERERFRLFghGDKnk92BgQGlE+6omFUKykR1n8qPW8bKQTNuVjcOizgJY3UgeZGUNj438yyySjD/2AVsZtWBgl0YKF9uVSlotTqxXaWg2SrHbiRhMRGipCuV/l+Eg/fccw+2t7fxox/9KJ5BERERUawYCIbE6pv7ubk52/slYcU3p1AwbFahoFXr8OzsrO32WlpaAnld0+l0oGHgyZMnfW+D9qqizKpCk3AsGcVZoWhGtA/bUd3X/VQ/GqnOI1iMJicnlVeZtWoXBqyrAwHrMNB4vdUXNF5CQaswUGX+QCBZi4n4qXZsbW0tqmpJio4IAXd0HaJWsLW1FceOHcOPf/xjbG5uxjc4IiIiigUDQY/swhyrE2in1UKNLVhx6uvrQ19fH86dOxdLBaNqcKISVszNzfleqVUOAlkZmHzGlnMhyNAqauPj45bPy4uJiQlMTEwoH2teqwRbWlp8z9dJwTAuYuGHVWjoNNefHAqKH6fKwHyaP1C46aab4h4CURbxgX9b17Pah++55x6sra3hpz/9aSzjIiIiovgwEIyRXAGztLSUc/2VK1dw4403xlotEHe1YFgWFhaU5y5ji3AyLC4uZv6/u7vbsdrW6MSJEwGPKJlE0Of0AwQbvHvFhRGSw6r6LmhicRvx45YxnL7pppsSU1WXlHEQGYkQcFvXsz789/b2oqenBz/84Q+xs7MTz+CIiIgoFgwEI3Dw4MGcChn5RHxgYCDruqArgfwSE9UXWijoRLQIh1EVyHZhd9wuPOF3wv6kcfqbYBb0hTHPZ9AaGxt93T8p8zEGKe7nZFcJGhd5sZIkVdJbkasDR0dHc8Y8MTFh2eLsNAUGkVfiA//OfiDYI4Xxz372s7G4uIjTp0/HMjYiIiKKBwPBEJnNI9jV1ZVV2WScJ8t44pCEKkEgWfMzRYFVgfmpp6cHFRUVtreJs234ypUrrisV7eZCtAoBgzY1NRVJ5RjFK+qwTd5/rRi/MLMT5/ukaH82hoGC1QrMZort/ZaiIVcIapqGMak6++jRo+jq6sK//uu/skqQiIioiDAQ9MHtPIJ2VYKtra1Zc/WZVQTFHQoC0VUJqoY2U1NTWRPnq3CazyzsMJDVgdExhmlxtg17CSLF+I1/C8yCwLAkaRV08ufq1atKt1OpErS6jUrwJfZfEXypBINOjy+CuDjeJ8VjmoWBhw8fzrwmAwMDWc9T9fdBFISsQNBwnaZpeO5zn4ulpSXOJUhERFREGAiGTIRLxpZHqyrBqampTJWGCAVFlSAQfygoxhEmEZwYQ5Dx8XHHChZjxaXVPHNWLaisDIyOXTjX3t5uuVK3TPx+e3t7c373NTU1lveLukpQPJ5qILm4uJg5/uXjQDUInJqaCiTIE9tgdWB0wgqt5aqzvr6+zH40MDBg2pJrFwrKYZcZq6o+ef8V4xELWInrrbanMsaoQ0FRFSg/tjwu+fWRXxPj74IoCqX7/zUuKiIcOXIEXV1d+P73v88qQSIioiJRFvcACllHR0fOSfnCwgK6uroylT+9vb2ZsGBgYABDQ0MA9k4kBgcHM/cToeC5c+cwMjIS+UlEVCdYdmGgkVXgYQxJ5BWG7aoDowgDWR3oz+LiYmbeue7ubtNqpJ6eHoyOjmJzcxPA3r4j7wMnTpzA2bNnceXKlUjm0XMbBo6Pj6O5uTknCBTkMVsdAyLA8zsfnGoQOD09bflazs3NoazM/K1GXiiGgtXX14eRkRHlCuqxsbHMar7i/cdq/7EKAsfGxmzDQDEuu/GK25ktNmI2xoWFBVRVVWVuc9NNN+Hpp5/OvGcF/V5pfC+0ahE2VgYCcKwO5PyBFCYRAu6YVAgCe1WCz3/+8/G5z30O58+fz4v5OomIiMgfBoI+nTx5EmfOnLG9TTqdRiqVwsGDBzMraopQsKWlJes2wN5JfkdHR+aE58iRI7h06VJsoeD8/DyA8KoD5Wots4UTRBho9uFUPvn0Wx0IMAxMMvn4sTI9PY329nYAwMbGBmpqarC6uppzuyhCQXm/VgkD5dC7ra0NOzs7pkGgMQS0C+2iqOwzHndmmpqaLK9zu2CMrFhWjpaJ40C8X7h19epVHDhwAMBeQNXZ2Zn5MsoYuKkyBl8yeR92es8S14tgUA4Frca4vLyM0dHRrH1dhHRyMKjy+GbMvgyTQ0AgNwgEcl8TORAVYaDZeIyXifdfI5UKaiKZaAmyqhAEgEOHDuHw4cM4c+YMnv/859tW2hMREVH+YyAYMqsqQXGCPDc3h97eXszMzGB6ejpz0iNCQSB7PsFLly6htrYWvb29mfn8wgwGR0ZG0NnZ6TkMVG3NtFpB1SoMDKM6kG3CySMH5VauXbuGhoaGrGpbuUpQBOryvgCEFwq6DQKB3LkCl5aWsLy8DGBvnza2ACelhVeEgUlYsZj2wiOxKrwwOzubqRIUVXjy/5uFggAyoZsduULXLgx0+x5lVS0oHkNU0nd3d6OtrQ0zMzOZUM4sGARyw0FVxvBPMFZPiopAuyAQgGUYaFcdaHW8+wnTqfjIcwhazRekaRpe9KIX4WMf+xi+973v4WUve1l0AyQiIqLIMRAMgJcqQbl1eG5uDs3NzRgfH88JBUUQJtqHraoFgWCDQfnEqaOjA2tra6a3cwr8rII+J3K1lFUYGFR1YBSVFqwONCdCOTPt7e05v1dx/Mhtw8ZwWK4SrKioyJyQG1uH5ccX+7GfYMtPEAjsHStirPX19TlBYFJCQEElDJybm0N3dzc2NjZcbTudTmd+h6RGhOAyOQA0XnbgwAHTUBBAVjDoJMgg0DhOAJbBoBhjc3Nz1vuk/BpYhYNemLVPy23Bdu3BqmGganWgqmKsoCVrpTaLisja29txww034Cc/+QnuuusutLW1RTNAIiIiihwDwQgYqwTNWoeB6/MJmlUKivZhUS0oQkG5WjDo1iirqkBjCOg19DMyzhNoVxUon4SKQM9LdSDnDcx/TU1NmJmZQUtLS9YxJAISuXXYKhQEkBUMAs7hoPE4cHPybRYEyouFpNPpxAeBgHMYaGdxcZEVThExq7QVrcNm1XhW8wDacdMa7IZVMCjGuLS0lAnjKisrM5WNdnMgmh1TTvNtGluB5f+XQ0C7IFC+TLAKA+3GynZh8kKEgDu6Ds2iZVi47bbbMDIygn/6p3/CG9/4RsfbExERUX5KXCCoadrbAPwGgBMAPq/r+m8Yrn8BgD8H0AvgMQC/oet6vEvvwrlKUISC8kmZaB3u6urC9PR0pipIJRSsrq5GV1dXTjAIICcclMknV2aiCgHNFgkBrOetMqsKBPbCierq6qxgYm5uzjQMNIYPYYeBJ0+exPDwcCjbLhaiSlA+boxVgsLc3JxlKJhOp1FTU4POzk5cunQJACyDQcGqctHq9k6M+7wxCKyoqACwt6/39PTktH7KVObts+O2+s74eE5hqQgDVdpOyT27eQSNbcN9fX05VbQiBJRDQSA7dAPMF/YQzFYEtgsCzRbRsCPmOTRu2zjGvr4+NDQ0AMiubKysrARgvg/KC3YJxvceY4WkWXu0GIdVGGoXBAL2YeDKyortlwEM08ktlZZhoaqqCi960Yvw1a9+NVMpSERERIUncYEggAkAfwLgxQCq5Ss0TWsF8BCANwH4GoA/BvAFAM+MeIyembUONzU1obGx0bTKyThnktwaJQeDADJBhxwOGol5B1XmBBQhoGgXUQ0BrcI+meqE9VZVgcD1kEI++TVWJcUZBpIau7ZhwazCyWzFYbtQENg7cberFjSOKwhWbcETExOZtmDBKgBwG8g5UZ3b08vjqYSBdtWBqu3ChdwOqXJMmDFrGwaAlpYWTExMZK04bPxySA4GxeVmoZ/MbQDopnLQ+KWVCAiNY1xcXMTS0hKA3PcIq9ZnERbKzG4nb09+LewCQKcQEMieL9DsNvPz8ygpMY9sWB1IXpXu/9duURHZbbfdhqeeegrf+ta3cOTIEdvFoYiIiCg/JS4Q1HX9IQDQNO1OAMYzyl8B8JSu61/av80DAGY1TTuu6/r5SAdqQrVK0CwUrK2ttWwfbm9vz6oWBHKDQSA7sBPhoJFZEGgVDojtVVZWZiowZG6r/FQYK1nMWteMLYs7OzsArgcRIuSxCgOFMMJABoHBs5tLUCZCQcEsFKyoqMhUCwLZ+7BdOOiGVSUgAMtqQKN0Op01b2fQi3aEtQiIahhIwTALysW+blZhKi8wIsjVgoIxHFThNwC0u69xfMD1MZaWlma+GDCGiCL4s6t0FMzCT+NlxudjDADNbmPk1CIs5g20qxBWqQ4s5MCcvMlUCO7u2s4hKGiahle84hV4//vfj9/93d/FZz7zGei67uoxu7u7HdvxiYiIKD6JCwQd3AzgtPiHrusrmqYN7l8eeyAIeA8FV1dXUVFRkbXQiBxoANkrLNoFg4B1NZ9ZUOin8i/I8E+wmr/Kau6ylZUVbG1tKbUJA+GtKMww0DsvVYLi2Kmuvl5ILELBlpYWALmhIHB9rrDNzc1MMCgqBgU34aDZcWEXAgrGIFDev41t8Emn2iIswkC/1YFkHorLzFqHgeuhmVm1oLjebXuv2XaCZNyuPMa6ujpcu3bNNsRUWV3Y6r7ya+E2/BOcKgIFEQb29PSYLuSVTqfZKkyeiUBwS9czC4w4aWhowMMPP4xXvepV+PCHP5zzhYKT++67z/U4iYiIKDr5FgjWAZgxXLYEIHciJQCapr0ZwJuBvSAuqvnclpeXba+vqanB8vIyFhYWUFVVhcbGRiwtLWFxcRE1NTVoa2vD4uIilpeXM8HE/Px8JhARgdns7CxWVlYAAMeOHctsf2ZmxvRkorGxETfffLPSc5CreEpKSrC2tobm5mZXq82JNi4rqVRK6cOlaJGqrq7OnOCKqsCVlZVMhcjm5iaAvXBH0zQ0NDTkvA7r6+uor693/B25IUIQs/3LaWGFKPX391teJx8rXV1dscx9aPc7qaqqQjqdxurqas51xt9xW1tbJhCuq6tDV1dX5vgBrgdx4uR7Y2MD9fX1mfs3NDRgZsb4Z8basWPHcvb1a9euoaamJqs10aziR27/k/fv3d3dzD7u5Nq1azmX1dXVKd3XD/lxxd8Fq9WEt7e3M7+nhoYG09/j+vo6AOe/n0D4+2gSjpVUKuU4/cL29nbmfUTW2tqK+fl5LC4uora2Nmtf6uzsxNzcnGl1IRBeqBck4xhbWlps/9aqvM+I91Kjurq6zBcMqoxtvZWVlZltbG1tWT62GOfa2lrm/UxI0vEh83OsJOn90exvUtj3Nd7P+DsP+vFEE7oIBDWYf24Bsn83Tz75JF73utdhfn4emqZlfQmnws++mJR9JIhx2B0rREREcYk0ENQ07XsAnmtx9aO6rj/bYRPXANQbLqsHYDqpjq7rHwfwcQA4efKkHtWbcX9/v22VIADU19djamoK29vbmZOy6urqTMVHe3s7xsfHM8GcOOEW7b3t7e2Zk4ehoaGsExCz6rfBwcFMAKJKVP+VlZVlqpu2t7dzbmdV6QdYV/vZUZkvTW4P3tzczIzPqTIwqEUO3FQD5sOHQPlYufPOOyM7VmT9/f22VYL19fU5C4zU1NRgcnISa2trWYuMdHR0YGxsDIuLi2hpack6ftbW1tDe3p4J30ZHRzP7dTqddh0Wi5WMzcIVs/1QdT7A0tLSzP/bnYyY7dNm86FZUQk7rB5f9XgSYaBdddPOzo5ydWCcx1SUx4rTfHH19fWYnJzMeh8Rurq6MgvqpFIplJeXZ67r6OjAyMhIJsB1W/XjlVwpZ8fLeNyGdkGxek4qwar8nmw2dYAIXtLpNMrKypSrA5PynqNyrCRlrKJaPMr7mt1PZVteH09UBW7u7gIAyjTN9vWXr+vs7MTo6CgWFhaQSqVyKt7t+P0dJ2UfSco4iIiIghRpIKjr+vN8buIpAG8U/9A0rRbA4f3LE8WpdRjIbh8uK9v7VcjzCorqQNFCDFwPD+R5/+TQTW4nFo8B+Gvtlblt87Vjt1KqXQgomLUIA+EuIMK24PgZK5saGhoyFbZyKGhcaAQwP36MJ+Je5juqqKgIbEGQubk5lJWVZYXvboNsN7dXCQ+9BulypbFdmOGmVbiY5kZTaaW3ax0W8wmurKzkrMptbBOWeQ0IVQI/laDMqcU3qgBTsHteXioqnYJAmXj/Ug0Di+n4IHdEhaAIBFXbhoG9TpGDBw9idHQU4+Pj6OnpyXxuJSIiovyVuHdzTdPKsDeuUgClmqZVAdjWdX0bwN8D+ICmaa8B8E8A/geAM0lYUMSMm1BwfX09Uw0gh4IAcoJBsYoqgKw5BsXiIzKxOrHVY5sxhn6pVCqrUsVN+GcX+gFq4YjMOLfbwsICtP0PtVZVgYD/MJBBYDScAhCxwIjVfIJmoSBwPfQyCwblfbS9vd3xBN2K1b7udh8HgKamJtOVUMMQVNWszBgE2rW4cd5A/8T+b1al2tPTg/HxcdvFKozhoGoln5kgWo6dtiEHhpWVlZat6nbBoZvnGMRzMlboO/2dWV9fz3wpwDCQgiDmENzcXxikzEUgCOx98dXZ2YmxsTGMj4+ju7s7q5KdiIiI8k/iAkEAfwDgD6V/vx7AewA8oOv6zH4Y+FEAnwPwGIDXRj9Edaqh4PLycia8EouNALAMBgW7YAOwD++swkKz+zhVZLit9jNj1ZZotsCDXBHY0NCQM6eNUwu1KgaB0fMTCgLIVEtZVQsCucGgYLXitiqVfd1sPzeGclYBR9KpVgQC149RN2FgMQYeKlWCgtW8gM3Nzaiursbo6KjjKrb5Nofg1tZWVju0zK7SMMznaTY9h5svGtxWBRKpKAGwo+vY9hgIAntt7J2dnRgfH8f4+Di6uroYChIREeWxxAWCuq4/AOABm+u/DeB4VOMJgkooCOSuQAwgJxhsamqybSUWzIIN44l3FG2+ZuzmQ7Nb3VUOAYHrr41xUQlWBRY+ORQ0now4VQsC2W2y8txjQa/s63fuPSdyACcYW0PDZhyDSojBMDB4Yr+3CgUBZK207RQMFoKwQj+n+Xi9VhnLX2Q1NDS4ui+PD3JSomnY9RkIAkBtbW3m7w1DQSIiovyWuECwULkJBYHrbbtmwaAgh2dy1aDcUiwYKwjdqK6uzgrdvFZBCXahn8wYAALO85AJrArMbypVUSIUXF9fz5lk3a5aELAOBwW3CxS4XfRDhVnYZ2R2PFjNJ2dFNUC0Go/bKiYvYWCxU60SNO73boJBIYyA0O2CVrI4AkuV8XoN/czI713id+hmcSOGgaSiRNOwC2BbWlTEK/G3ZXJyEmNjY2wfJiIiylMMBCOkGgoC2dWCgHkwKAIzuWoQyA4HAfOA0I2dnR3bD3puWn3NmAV/gkrb4fb2Nra3t7loSIFRDQWN7fYyuVoQMA+//K7Sa7UNN4IK27zcRzVA9Nu+6CcIZODhrnVYpVoQMF9Qx094p/o4bjgt8lNSUoLd/YAjKEGGfVbMQkAveGyQqlIgkApBIZVKQdM0TE5OYnR0FF1dXZbt+0RERJRMDAQjJgInt9WCVsEgkH1CbwwHgdyAUKZaCRVWxZ/g5oRIPpECgPr6etTX1yvf3wyDwGRSDUGs5hUErI8Vu8q4MBbaANSDv9XV1Zyqx7CEPU9ZOp3OzPPGMNAfr6Hg9vZ2zjyrZqIIwtxyGtPa2prSc4uT8T0LCOa447FBbpRoGnZ0HTv7gaCbVYat1NXVoaurCxMTE7hy5Qq6u7sjWxCLiIiI/GMgGBO31YKAeTAIWAcegHlAKMhzENopLy9XDv0A6+DP6wmQ2cmUXA3oprXKiEFg8rkJBYHr81yaVUbJFbbGcC7Iuffs2n2LYaEA+ZgVVZxeQnsGHv6IfW10dNSyipaCYfY+JQv6uOexQW6VaBp0ILAKQaGmpiazmvno6Cg6Ozsj+0KLiIiI/GEgGCM3oSCQHYKJOQYB+3DQLJxramoCoF7Zt7m5aXp50MEfYH1SFUQ7sBHDwPzhpjJKrhYE7INBmdu59+yEGfo5BQ9xBD5mY/I7RyADD3PidVE9HoC9BSpEICvv5wwH1Tgdc0B0QT+PC/KqdL9CUA4EtYBCwcrKykwoODY2ho6ODt+dG0RERBQ+BoIxE6HUI4884up+ZlWDgHU4KFiFhHY0TcPKykrO5fkS/BkxCMxPboIQuVrQ6vgwSkLlnhjr1tYWdnZ2LG9nF7Z5XTzI7rVRCUSCWiSEgYcaNyG5zK6iHCiukFBlvwaS8beBxwX5pQF7i4pIgeCDDz5oelt52or77rtPafvl5eXo6enBxMQEpqamsLW1FcSwiYiIKEQMBBOiu7sb/f39rioGgdyqQafww8uJjZ85muIM/owYBBYGt9WCgptwMGx2QYSfFltxfy/sgsSoVgRm6OGO11BQML4fiDkH84lYVMqLJAR9KnhcUBBKAOgBLipiprS0FF1dXZiensbc3Bxe85rXZOaQJSIiouRhIJgwbtuIZcaQTW4rFsIKQZIU/BkxCCw8XoIQu3BQCOr4cApVogrY3IhzTAw8vPMbCsryJSCT+QnPk6yrqwv9/f1xD4MKSKmmYQdShWBJSSiPU1JSggMHDqCiogK33HILPv3pT+O1r30t6urqQnk8IiIi8o6BYAK5WYnYjlkYZxYSmkmlUplQQ6UCIwnBn4whYOETIdKjjz7q+r5m4ZdVSOhFEgO/JGIQGAwv8wpS8sjHw/DwcHwDoYJkNodgWDRNQ3NzMz760Y/iDW94A/7qr/4Kr3vd6xL3WZGIiKjYMRBMMDnU8hsOCm4+jNXW1gLInwoMhoDFSVTS+A1DGOJFh0FgOBgM5h8eCxSVEgA7uo6d/UCwNMRAUDh//jx+8zd/E//7f/9vfPKTn8QrX/lK3HLLLaE/LhEREalhIJgngqoaLDQnT57E8PAwW6uIYUgeYPgRDR4LycN9n+JWqmnYjahCUHbw4EG86U1vwpe+9CV8+ctfxsjICF784hejrIynIERERHHju3GeCaNqMF+wApBUMAxJDvG7YGgfD/n1z7fFQvIFgz7KFzlzCEYUCAJ709C88Y1vxHe+8x388Ic/xPj4OO699140NzdHNgYiIiLKxUAwjxVqOMjgj4Ign6gXQjjoJniI4/kyGEm2Qjsewsb9mQpNSUwVgkJpaSle9KIXobe3F//wD/+Aj33sY3jhC1+Iu+66C1rEYyEiIqI9DAQLRD6Ggwz+KCrGk/ukBCJWoYPfijqGGWTHav9IynERFh4XVMxKsVcdqGNvLsGoA0Hh+PHjOHjwIL72ta/h4YcfxtNPP41XvOIVaGlpiWU8RERExYyBYAEyBm1xB4QM/ihpwg5EGDxQPsrH/Zbt6ERqSvZXGQb2gsG4AkEAaGhowK//+q/jpz/9Kb7xjW/gL/7iL3D33Xfjuc99LqqqqmIbFxERUbFhIFgEzAK5MEJCBn+U7/IxECEiInIiFhUB9gLBKFYZtqNpGk6dOoWjR4/iu9/9Lv7t3/4Np0+fxs///M/jvvvuw/DwsOttdnd3Y3R0NPjBEhERFSgGgkXKTXjHCgwiIiKi/FUCZCoE42wZNqqrq8MrX/lK3H333fjWt76Fb37zm/jVX/1V9PX1oaKiAnV1dcrbuu+++0IcKRERUeEpiXsAREREREQUnlJNw+7+/8fdMmymo6MDb3jDG/Cbv/mbmJycxOzsLKampjA3N4ednZ24h0dERFSQGAgSERERERWw0gTNIWint7cXn/vc59DT04OKigrMzc3h8uXLmJmZwfb2dtzDIyIiKihsGSYiIiIiKmAlQNYcgkkNBIXq6mq0traitLQU8/PzWFhYwOLiIurr69Hc3Izy8vK4h0hERJT3GAgSERERERUwuUIwSXMIOqmsrMTBgwfR0tKChYUFLC8vY2lpCalUCs3NzaisrIx7iERERHmLgSARERERUQGLYw7BkpISaAE9TkVFBQ4cOIDm5mYsLCxgaWkJ6XQadXV1aG1tRUVFRSCPQ0REVEwYCBIRERERFbByTcPm7l4kuL27i9IIAsHd3V08+OCDru9nt1pweXk52tvbMxWDCwsLuHbtGhoaGpBKpfwMl4iIqOhwUREiIiIiogJWXlKCrTyaQ9BJaWkpWltbMTAwgMbGRiwtLeHtb387JiYm4h4aERFR3khcIKhp2ts0TfuJpmkbmqZ9ynBdv6ZpuqZp16Sf/x7TUImIiIiIEk3f2UGpXCFYAIGgUFZWhvb2dgwMDOCxxx5DR0dH3EMiIiLKG0lsGZ4A8CcAXgyg2uI2jbqub0c3JCIiIiKi/KNvbQFApkIwnxYVUVVeXo5vf/vbKClJXK0DERFRYiXuXVPX9Yd0Xf8KgLm4x0JERERElM/0jQ0AwMZ+heCmrqOqtBT/91vfGuewiIiIKGaJCwQVjWiaNqZp2t9omtYa92CIiIiIiJJo99o1AEB6e6+5ZnR9HQ1lZdD3LyciIqLilMSWYTuzAO4C8FMALQD+HMDfYq+9OIemaW8G8GYA6OjowPDwcCSD9GJuLrkFkUkeG5Ds8SVpbP39/ZbXycdKV1dXoo8VoyS9xkEptOeUb8+n0I6VfHv93SjU55Yvz8vPsZKk57i6uhr5fY3329zcDO3xtmZnAQBL+4Hg5bU1rOzsoLmszHR7xrHE9fqoviayMP4mB7Gv2h0rREREcYk0ENQ07XsAnmtx9aO6rj/b7v66rl8D8JP9f17VNO1tACY1TUvpup42uf3HAXwcAE6ePKkn/c04yeNL8tiAZI8vyWMT5GPlzjvvTPyxYpRv41VRaM+pUJ5Pvh4r+TJOLwr1ueX781I5VpLyHGtqaiK/r9n9VLbl5fF2+vvxyclJzO7PJTixsYE/uHTJdnvy5XG+Pm7vH9Y+lZR9lYiIKEiRBoK6rj8v6E3u/zdfW5+JiIiIiEJT2tCAHy8vxz0MIiIiSpjEtQxrmlaGvXGVAijVNK0KwLau69uapj0DwCKAnwFoAvARAN/TdX0prvESERERERERERHlE03XdedbRUjTtAcA/KHh4vfouv6ApmmvA/BeAO0AlgF8C8A7dV2fUthuGsCFgIcbpFbszZGYREkeG5Ds8SVpbLO6rr/E6Uaaps0AGIlgPEFJ0msclEJ7Tvn2fArtWMm319+NQn1u+fK8/BwrSXmOHEeupIylkMahdKwQERFFKXGBYFg0TfuJrut3xj0OK0keX5LHBiR7fEkeW6EoxNe40J5ToT2ffFPIr3+hPrdCfV6ypDxHjiNXUsbCcRAREYWLc+8REREREREREREVEQaCRERERERERERERaSYAsGPxz0AB0keX5LHBiR7fEkeW6EoxNe40J5ToT2ffFPIr3+hPrdCfV6ypDxHjiNXUsbCcRAREYWoaOYQJCIiIiIiIiIiouKqECQiIiIiIiIiIip6DASJiIiIiIiIiIiKCANBIiIiIiIiIiKiIsJAkIiIiIiIiIiIqIgwECQiIiIiIiIiIioiDASJiIiIiIiIiIiKCANBIiIiIiIiIiKiIlI0geDznvc8HUBif0ZHR2MfQz6OLenjS9jYlLzkJS+Je5z5/BrzORXG81GSL8dKHr7+Rf/c8uh5KTE7VpLyHDmO5I6lwMahhO8r8f/wucX+Q0QRKppAcH5+Pu4h2NrZ2Yl7CJaSPDYg2eNL8tiszM7Oxj0EV/LxNXZSaM+p0J6PkC/HSqG+/kDhPrdCe15mx0pSniPHkSspYynGcfB9JX58bkRUTIomECQiIiIiIiIiIiIGgkREREREREREREWFgSAREREREREREVERYSBIRERERERERERURBgIEhERERERERERFREGgkREREREREREREWEgSAREREREREREVERYSBIRERERERERERURBgIEhERERERERERFREGgkREREREREREREWEgSAREREREREREVERYSBIRERERERERERURBgIEhERERERERERFREGgkREREREREREREWEgSAREREREREREVERYSBIRERERERERERURBgIEhERERERERERFREGgkREREREREREREWEgSAREREREREREVERYSBIRERERERERERURBgIEhERERERERERFREGgkREREREREREREWkLO4BkLozZ87kXHby5MkYRkJERERERERERPmKgWBCmYV/bm7HoJCIiIiIiIiIiMwwEEwQ1RDQ7bYYDhIRERERERERkcBAMAHOnDmD5eVl1NfXh7Z9geEgERERUbhOnz7t6vbpdBpLS0u49dZbQxoRERERUTYGgjELsirQ7eMxHCQiIiJyx23YF8S2GRQSERFR0BgIxijqMNDq8RkMEhEREeUKM/xzQx4Hw0EiIiIKAgPBmMQdBsoYDFKxevLJJ5Vve+rUqRBH4o6bcQPJGjsRUZIlJQC0w3CQiIiIgsBAMAZJCgNlbCemQuc2SFO5b9hhm58xW22DASGZUd3XuP9QocmHENCKGDuDQSIiInKLgWDEkhoGGrFqkApFEIGam+37DUuefPJJXLt2DQsLC7624/QYMgY8xcvL8ZGU/SeKY8UKj5nCcPr0aaTTaaRSqbiH4hurBomIiMgtBoIRypcwUCZWQF5eXmY4SHkl7CDQ7eOaBQhxjdFIjIMhR/EIct+TtxXWPpSUY0VQGQ+Pp+TK54pAFawaJCIiIhUMBCPiJwycmJhwfZ/Ozk7Pj2eFVYOUL5IWHgDJHJMRg8HCF2XFrNf9KB+OFRVRBKXkTqEHgUYMBomIiMgOA8EEk4NAN+0s6XQ6675Bh4Oca5CSqlCChLgxGCxMUR8f6Q75egAA7axJREFUPB6vYzgYv2ILA2UMBomIiMgMA8EIuK0O9BoEWt2H4SAVA4YPwWMwWDh4fCQHj6voRREGjo+PK9+2q6srxJFYYzBIREREMgaCCSPCuyAnuBbbYuUgFSqGHeFigJHfRkdHUVdXF/cwyIDHVfiCDAKdAr/6+npf29rd3cXy8jKA8ANDLkBCREREQIIDQU3T3gbgNwCcAPB5Xdd/Q7ruBQD+HEAvgMcA/Iau6yMxDNORm+rAMMJAmbxdORwMc75BgOEghYthR3SefPJJhhd5hmF58vG4CoffMNAY2rkJ/JyYbWt9fR1VVVVYXl7OeewwA0JWDRIRERWvxAaCACYA/AmAFwOoFhdqmtYK4CEAbwLwNQB/DOALAJ4ZwxgDs7S0hNLS0tDCQCOzqsEwgkGAi5FQeBh2RI9VTfmDx0f+YCgYLK9hYJghoCrjY8oBIYNBIiIiClJiA0Fd1x8CAE3T7gTQLV31KwCe0nX9S/vXPwBgVtO047qun498oDZUqwPDrgy0Iz9mmO3EAKsGKVhBhx0jI85Fxn19fYE+Zj5jgJFsDAPzD4+p+MhBYBwhoB0xniiDwXQ6jf7+/tAeg4iIiJIhsYGgjZsBZL761XV9RdO0wf3LswJBTdPeDODNANDR0YHh4eEIh4nMXDBOdnZ2UFpaivX1dcfbzs/PKz9+c3Oz8m0BoLy8HMBe28ro6CgAoKGhQWlcbj3yyCOZ/+/u7ra5pbO5uTm/wwlNksZm9+FePla6uroiP1bcEvsnAF/7p/H3U11dbXFLYG1tLSc0bGlp8fzYdsI45sLw/e9/Hz09PY63S9JxoKIQjpVr165l/j9f9icvCu25iWMqX44ZP8dKWM9xbGzM1e3n5+dRUlKCqqoqAPHtU1tbW7bXV1RUAMj+jNbY2BjKWNbX1/HII4/4/nzmV1KOgyDGUQjvK7Kk/G7CwOcWL34ZQRStfAwE6wDMGC5bApBTXqfr+scBfBwATp48qUf9B0YlEJyYmEBpaSnKy8szH0bNyAGIStA3Pz+PmZnrL5PKSbsgxpFOp3Ht2jXs7Oxge3s7tJZi8Tr5qRpM8ptHkscmyMfKnXfeGfmx4tbCwkLWv93MISiHeg0NDcr3EydjMuMHqyArCPNlXsSFhQWlqqak71Oq8uFYefLJJ3P2n3zZn9yam5vDyspK4NuNsxp4YWEBLS0teX/MqBwrQT/H06dPK3dbiGq7mpoa289fVlSqygF3+5LKOMRtlpeXQ12EJJVKYWlpCUC8bcRJOQ7CHEc+vK+YyZdxesHnRkTFIh8DwWsAjP0c9QDSMYwlEKlUyvYbaREGuqn4k287Pz+fFSiqhoPiQ/X6+jq2trYim2sQYEsxWfPTCilO4NwEgXbk7SwtLWWdIMYRKFidoIY9FrY6UlSM+3h1dbVpWB/04whRHdejo6M8aXPJzbyBIgysr69Xqgi02h+cPpfNz8/bBod+9idjK3HYbcScW5CIiKjw5GMg+BSAN4p/aJpWC+Dw/uWJoTJ/oDxnnxUvYaCRVTjopmrQbBESgAuRULS8hoFBB4Fmog4HrU4yjc/ROJawxsTFRpKh0OYONO67xv17c3MzlMc1+1sRdejPoD0cchhoR/5de/0M5nQ/+THKysqwvb3ter+qr6+PJBQkIiKiwpPYQFDTtDLsja8UQKmmaVUAtgH8PYAPaJr2GgD/BOB/ADiTtAVFVNm1tgQRBhrJ2/JTNQhEu0IxwHCQvIkiDDQKIxw0C/VUnlPUwQZDDPLLKQSMi3EccVcE03Wq1YEqYaD4vQb52cuK/Bg7OztZf5vd7FNRhIKsEiQiIio8iQ0EAfwBgD+U/v16AO/Rdf2B/TDwowA+B+AxAK+NYXyhCiMMNBLbDrJqMKxgEIi3atCu4pNBZTS8VD65DQPDWGnYLhy02ubc3JzpxM9htzoz1KA4JDUAdCLGGeYxxIA9OE5hYJRBoBX5sd0GzgwFiYiIyK3EBoK6rj8A4AGL674N4HiU4wmaSruwyodSpwBD5UNkkFWDUbYTA+GFcSot31a3ZUCYDKphoNuVg423dxMAWI0lqnnRzIQRajDEiEdY7cKqiycA9vuO3XbCCAGHhoYsrxsYGAjscaIIBsmaSnVg0GFgFPuW/KXtyMhIYkJBIiIiKhyJDQTzmWqYZNUuPDo6qjzvTFtbm+VtZmZmXIcXZlWDdo9hFEfV4PLysu/J190EgKrbYjAYHLdBh9sw0CkElMm3nZubC6RtMKp50VTGIEINhoLFzetq3FGHfoB1ONPa2mp6+ezsrOV9/IQ5QR9DAo8lf+zCwJGREZSVldl+5jLbV9rb213dHvC+b4mxqYbNYYeCrBIkIiIqHAwE84xKECgYb2MMCO0+VMrB4Pz8PHZ2dvKinVhQCeOCDAGttu80aTk581r1ZBc+eAkCzViFg/lcHdTQ0BBYpRODjPzjNQj0cx+35MClsrLSMvizYnd7Y5jjJcQRr0Eh/D1IOtW5A63CQACora01vY+8L9gFgEZmt52enva9bzU3NytXCzIUJCIiIhUMBBNGbtk1chMGmpHvJ4eDTsHg9vY2ysrKfLUTRxUMCmGHfarGxsZ8Vy+SO07tjUGFgUby9vJ9sYEgK52efPJJNDU1BTU0ClEcC/CoMoYpItTTdT3Qx5HDQrmS0GswyIrbeInqQCO5RXhnZyfrOq9BoB3jduSA0M2+laRQkIiIiPIfA8EYOM0faNa64jcMNJK346Vq0O0iJMZgMIpQMCnOnDnD9mGPgm4VdgoD3cyVBlgfL2L7+V41GFSgMTo6ymA8ZH7nD0xiGGgVAkZFfjyvwWCQoSB5Y1Wpb/ZZS/ye7YLAwcFBy+sOHz6sNCZ5++Ixa2pqcODAAcf7egkFw8AqQSIiovzHQDAmVvMH2gkqDLTarpuqQcBfMBhltWASMBSMjpcwUA4CVU7IAODq1auOYXohBINBBRqscEq+JISBQYWAdqENoB7cGMfhJRgUxxAFy6ld2Kk60MgqDDTblw4ePJhz2eTkZM5tVfYz8XjXrl3D0NCQ0r7lJhQEwNZhIiIiMsVAMEGs2oWdqpbsVrszY/Vh028w6HaOwWKrFmQo6I7X6kC76+zCQNUgUJBvL4eDdsGgcZxBh4MqFY5eHpNVToVtZGQktjAwiADQKvzr6OgwvXxqasr0PirhTWtra6aV2G21II+f6BmrA61WEzYLA+V9xCwANDLexhgQOu1fqVQKdXV1yqGzaijI+QSJiIjICgPBhLFa6c6qOlB8cLQ68TGamprKOgEz+8BpbCeuqqqyDUvEmL1UC0Y9tyAVNrtQw0sYODw8nHOZWeuruL9TMCiPw+8KxVbhn9PciF4fM4hQkFWCyeO2Td4Pt6sB2xFBi6g6V30PtLqtHBI6BTdeqgV5/ETLqjoQyP2cNTs7C8A8DFQJAq3I95XDQaf9q729PTPHYNChYFgYChIREeUnBoIJ59Ta4uYkyHh7N+GgasWg2zbiYptbkFWCasKoDrS63BgGGkNA4wmh8Xo5IPQSDJqNs6KiApubm6b3s9uGCrNqRdWAgqFGYQqyOtCuYt3vHIDGqr6Ojg6UlpZarhLrhnhvdBsMuqkWZOtwcFRWF7aqDpQNDQ2hpqZGOQy8dOmS7WMeOXLE9HKxLdVgUIzHTSioIswFRsTvhMEgERFR/mAgmAesqgPdhoF295fDQatgUKWV2GsbcTG2EFOw3FQHOoWBdlUhxqoPcR+vwaDZGHVdh6ZptrcPgnhMN8EgQ0GSmQWAQS7+YRYChsltMChCQTfYOhwfsy6MVCqVWa3aLAyUQ8Du7m7LbY+NjWXd1iwcNAaDKtWCqqFg3FWCAqsFiYiI8gcDwYCdOXPG9nqrFYZVv90F9k7A7E6KLl++bHndoUOHTC+XT4KsgkHjHIOq1YIMBbOxStCe2+rAubk524VEVMJAlSDQjHz7oILBOLS0tGRamKMKBSl+XucOlEPAMFb+9RMCOi0mIrMLY4zBoFMoyCrB5DBrF7aqDnSqDBQBn10QKMi3kcNBq2Aw6FAQcA6b6+vrQ60SFFgtSERElB8YCMbAaoVh4zfXIyMjOdWBdu1YchBo9WHPGBYaA0I3waBKtSBDQYqLXRux2ZyBxjBQdW41sf+L++drMOi2WtBvKMgqwfwTZhDoNQScmZnBwsJC5t+qQcf4+LjSgg8dHR1KoSCg1t4p8LgJl7FdGLCeoxnIDQPdBIFmxP1EMGhXLaiybwHO+1dSWodlDAaJiIiSjYFgHjKeKImQT+XDnXyb8fHxzH3tgsHZ2VnTkz+5jdiphZihIKnwMndgdXW15fV28/QJw8PDWWGgfBunY2p8fDwnQBOVH/kcDKpWC/qtdmK4ER+3i4mIMDCIINDtqsB222hqavIUbBjfC+1CGZVQ0M18gqwS9Edl/kAnxupAIPdLIbMw8OLFi5bbvOGGG3Iu6+7utg0FxeMODg5aXg+4W2gkKa3DMgaDREREycRAMI+YtQq7CQON5PvYBYMrKyu21YKqLcQMBSlIXhYSAcxbhY33Mx5PVqsNi9sZg0F5nqjh4eGclYmTHgy6DQU5n2C83Abpgmq7sJ8wMIjwz2xb4tirrKzExsZG1u3sps0Act/nxLbs5gx0EwpSsjiF3zMzM1n/vnTpUk4YKIJAq79zIyMjmdsYg0GVUFCMw+4YE6GgnSRWCcoYDBIRESULA8GEMmsXNrIKA1XnUJJPasQ2zILB+vp61NbWZtqIGQpSGLyEGg0NDZar8ZpVB9rNG2gMA+UQ0LjPjo6OZl0vAj8RDKq0EQPJDgbdzivI+QQLk5cwMOiFQMyCQCNjCGj3PiPfVn6v6+rqsq0WFKGgk6DmeyP3xsfHHduFzaZeMbYKC05BoCCuF8Gg21Dw4MGDWF1dDaw1XbVKMI5QEGAwSERElBQlcQ+A9sIFJ1ZzB8of5AYHBzMnTj09PbY/xtsbt3f58uWcEyxxUmc2FuO8gnZUnq8g5lu0WoyFipPb6kCr2xtbxIxhoHy8yIzHkrh9V1cXurq6MDIykvWYxmDQ6MCBA5lwcGRkJBPExc0YqloRlWZex+y1wo3C5SYMFO8ng4OD6OjoyPrxQt6eOK6MwcXly5cxMzODy5cvm77HWZFvY3yfM1YLWo3Nimpw6mUxFwqOaBc2+12K6kDVMFDW19eHvr4+09ZisV1j6Cio7BPGNmczdnMlysyC06idPn0680NERETRY4VgQtTW1jreRj6xunz5ck4YCORWRRg/eIpvpuXbGduk5DbIy5cv4+jRo1lj8FMp6GehkULClYazea0OtGIWZKm0CsvXqe6fxlBQtBK7rRaUx1hSUoKVlRXTgM3s2HK7AIobLS0truYT5GIJyaeyv6iGgXKg4qcS0OrLKTNyiNfc3Gw5j6hxm8bKK2MoKKoFxfFrJugqQYpfQ0MDtra2TFuF5b9lbuYPFKGgVaWgnaiqBIHoVh1WwapBIiKi6DEQjNDExITlCsMy48masSLPWNFgDAONIWBvb2/m/80CQrliEMgOBsfHxzE7O4umpqbMfeIIBQGwdZgABF8daDZvoJv9Ur6PaCW2CgXF41rNLSgzWwlZHq/KbWVyWzLgLhx0Gwp6xVAwOirVSHZhoNcg0Kq6zimQkN/3rI5P47bl/XVkZMRyVWFx7BrHY9c6HNRcgl4CdB4n4TOGf+LfViGc1fyBVqGgXevw5OSk7diCnksQiGc+QSsMBomIiKLDluEAnTlzJrBtGecPNJ5wGduajGFgb29v5kdmvPzSpUuZ+xiDQflxgm4fVm1pEQqtdZjVgdfFXR0IZLcKewkDBdGKODw8jOHhYdsW4oMHD2Zu54ZoL5Z/3N4PQM6YVKjcXiwyQvlraGhIKQxUaQmWW3/F/eQWYLNWYJk8fYVVO7C8bdGyaQzZjJcbw8Oenh7TxUhU5+Q1YzXVh8C24fCNjIzkzB9o1i5s1sYr9hWnMFC+Tg4Sjfd3w89+J1P5Wyxah62qYuPCNmIiIqLwMRDMM2YnLHIYaBYCWjELBs1CwcbGRtPHtjsRdFoQReB8guSGU3Wg2UIiZozVgYD1/H7A9ePD7MeM2dyCZuOR24jdBoN+GINBFeK1Vb095xPMT04hlhwG2t3GLgC0IwJA8WM3L+Dg4CBmZmYsQ0ArVqGgeHzBbqyiStCKlxWZKXryPLLy3IFuwkDBLhQ0Y/X+YZzb1orTsermi9f6+vpM+3CSgsGxsTEGg3mqp7MTPezqISJKPAaCMRsdHbX90Gb2gU+uDjSGgVbOnz+P8+fPm15nDAbFyZdqpaDdh9IgqwQBKLVcU/4IqjrQbj8zVgdaLSQCmLcimlXdGo8ZM25CQadFR8ISVijod5ERCs/IyIhjZZpVmOUUBlqFgGaMwZ9ZJaBda/Dg4CD6+vpy3kfswnv5WDULBVVbkYPG4yTZ5DDwwoULpj9mt7VjnKvQLZXFRQQ3+5eoFlxcXExUMMhQMP+MTU5izKH9nYiI4sdAMGHMPriJky85jDO2uhjDQBEAip/+/n709/fnXC4zCzjMQkEzdq3DTtxUCQJ7oSCrBIuP00mNU3WgykIiRnIYaEY1FBSsQkEgu1pwbm7OdHth8BoKOvHTDskqwXjYfbljFwaaBYEyleBPZYVgOQg0Vl7JgZ94vzP+iNsJVpWCqlWCZveVtba2sm04YHbB0Pj4eKAr5xpbfS9cuIBDhw7l/IjrrO5rtepwFLx88VpfX4+qqioAyFQMJiEcZChIREQUPAaCCWQXpBmrmcyCCBH0GU+EzC6zCwXFidnMzEzWbdy2DgddJSgwFCw+ZifPduGZcX49t9WBgHUYaLzeLhSUA0enUDCONmIvoSBbhwuTWXWgUxgI5AaBKuGfCrn92Kot2BgEWrELBQU3c4j6WVXZLx4f4ZDbhYHrFX8iDDRjvDzK1aWdAmfBy99h0UYszzEYd0B4+vRpBoNEREQBYiAYEdUVhmVWH/SMFQlyYCGHgU6MVYPG7cmhoOC2SlBFc3OzpypBgKFgsfBSHWi3kIib6kAVKvN2qoaCwF7wGXUw6DYUVLmtCHCjrHgkb5z+fjuFgYKb1l8rxjkI7YLAmZkZxyBQZhYKys9Ffh6CWHHYbrx2VN4b2TYcn5mZGdsWXmP1n5lDhw4p3S5Iqm3Dfr54FeRwMAkBIUNBIiKiYDAQDEiQKwzLzNqFgevVgV7DQJlZtaC83ebm5pzW4SCrBAWvoeDS0pKr+8WNKwzvcVvhojp3oOpCIkFUB6oyzicoP77dsRF1xaCbUNDtfIJesAoqWE7zB1pVB6qEgW5WA3b6kRcJsVqUQQR6qi3sMuN7ZJhVgiqLi7BtOPmsqgOtDAwMxNYmbCXI0NkYEMoLkiSlxZiIiIicMRCMkXFBEacPa3bVeV7DQMHqflbzCVrxUyXoBSsFqa6uLucyu+pA4PqxNDw8bLuQiBu9vb229zN7HJVQEDAPBsMKB72Egk6qq6tZAZWHrP7mm4WBQG4Q6BT0Wf04kVuE/XB7nIddJUjJcfHiRdetv3ZVgmbzCHZ3d3t6r/FCfMYK8++wVQVhWFglSERE5B8DwYRxWohDrCxs9iHS78kRYF0laBZmuKkSBNQ+iLqtEgSQmfyaoWBhCqKF1VgdCHhfSMTKlStXHG9jnE8QUA8FgevBYNjhoNtQMOz5BMlaEFWUdmGV8e+6XRgo38bY7qsS9KkIKgw0qxL0urhIEFWCgPvjgxW03g0ODubMKZuP2tvblcPmIFqHVUUVDDIUJCIi8oeBYELJH/CMwZsgAgvjwiBeWS00Mj09nXNbp5UXjVRWHPbzYTVfKgXZLuyNVbuwWYWasTrQbCEREaAF3Sp85MgRT/dzEwoKVuFgUIwLsjgJq3WYoUc0jKGVWcWbahgIWM/7F4Qgvvxy4nbeQ8BflSDbhikqUX4xY9ZSTIVP13UcqamJexhERKSAgWAEvIZUctWBUwAX1AmScTvGYMRv23BYVYLAXiiYSqUSHwpSNMwWEnGaNzCK9i2zKkHAWygoyOFgkFWDBw4cCLR1GGCVYFy8vO5mlW9OYaDdAiDyjxdhHJ9utmm3uEhQVYKULHarC+ejKFqHrcgVg0FilWDyXPrmN/HWnh48i190EBElHgPBiLhdYdiMOBGRFxMJqjpQhdmKw24XF3EiPqx6DQUBJDYUZHVguIwrCwPRtAoDau3CKkTY4mdV3jCqBoNqHWaVYLzMXn/VdkOzIMwsDJTJAaBYCVj8eA0Hg6wONNuW/Dx7enosK/StqHxpZoeBef6LY7VhN3NUxh0Kslqw8C3s74/N5eUxj4SIiJwwEIyJ18DLrKopjPYpY9AY1cTXQDDz3CQtFGQYmE014LE6YbFqF7Zj1yocRBjotV3YyE+loMwYDHrlZj5B1dsx9EgWs3ZhlepA+fZmYSCATABoJF8e5fuLHZUWZ79VgkG3DTMsTxa5mjCJKw0LcYaCQPDVgqwSTBZd1/f+G/M4iIjIGQPBAJw5c8bT/eTga25uTqmCLgrGkzcvAZ3VSU9bW5vyB1A/VYJA8kJB8sbLSbI8d6BxfwsyDBSCCgOFxsZGAMGcrBlbib1QDQVVQlrOlZZ/7KoDza6TKwKduPlC68iRI6Gtrm0n6ipBCt/hw4cxOTkZ9zAC47ZKEMgOBQuphZjiV7pfGViqaTGPhIiInDAQJNecTnacqiRUBNE6DCQjFGR1YPicTmbk6kCZ3zAwqFZhM0FVCgp+qwXdLDLCCsDCY1UdCGRX1okwUJWX/THIUFC0LwvG1YbNqvL9VAkCzm3aPH6S49ixY64D4Th5CQXjbiEOCqsEk0Mr2Tu95EkmEVHy8W91AhlXGHa7om+YzE6O3H5YVq0SDCoUBOJbfbi7uzuWxy1GKoGVvP8GURkIBF8dKOvq6kJXV1dgFRxBtBAHUSWosh0jtkZ6ZzUn5dDQkHK7sMyqOtBt66/YD90cQ+K2UVcKmr3P2X05ZnWd0+IirKAlr9rb2wG4DwWB+FuIWSVYWLT9ykDWBxIRJR8DwYQKosouCnZhZRBVEEEtMgJEHwqyMjB+TvuY3zAwKkFWC/oJBd3MJ2h3G4Ye0QvrNTfOu6daHeglDBTCDOEFlSpBK0FUCbrBsJwEv6Fgc3MzRkZGfC1s5VaQVYKUEPsVghpbhomIEo+BYMjibleNi9MJkZv5EoMMBaPCMNDeqVOnQtu2PH8gYN4uLK/UHTWv+3HSQkE7bhd8IW+iCIIGBwdt24W98BMGCkHOJ2jWNmwmqipBit8NN9wQaGgbJT+hIBB/tSDlP1YIEhHlDwaCEYg6jMonqh84g2ofjiKgZRiYTGZVPnHxujJ4kC3EftuHebJYnJyOI7v9SV7YJqgqvzArmcyqBOVQ0G+VoJWGhoZIK7QKRVdXF5aXl13fr62tDWNjYyGMyLuDBw/6WpzGbyhYW1ubqRbk33pyi5WBRET5g4Eghcruw6ioEowqFIwimGUYmHxu5zkLUhDzYQLBVQt6DQXdLDBC+cPv6rhWIZ8xCAwqDAxyPkGVKkG3C4wA9q9pvlagxenWW2+Newi2krQAid9QEGC1IPnDWJCIKPkYCPp05swZ1/cJKhRIErMPwSoVElGHgkB4VYIMA8OxtLQU+DbjaBcW+6zX6kAjORT0c7Imt1cHqaWlxXEeQZ5kJo/f+WtFK6/8Iy53CgLFvmz8seNm+gkVdisOC6qtw3avZdBtw5xHMBg33HBDzj7ndqXhY8eOAUhG4MtQkOKg6zoAVgoSEeUDBoIxER+wCoHTKshOH0TdntD5CQXDqhJkGBgOq7m88lVQYaAgWogB/ydrXqoEeYKYv8xWGA6KCP/kHyvG4O/w4cNZP/Jt7ARVJWjGzwIjxvtTcbnhhhviHgLa29vR3t6OoaEh3/MKEqnQd3YAsEKQiCgfMBCkUKlWm7S1tbkKF4KaUzAIDAOLW5wtyILfUNDvfIKUXGGHtl62bxcCGhmDQTNBrzqs0jocRJWgEwbuwZifn/d0P+PCIlG3A/udR9AoiMVGuE+Sit3d3biHQEREihgIJsDIyIivyrWgT+KD3l5HR4fSB1CvoWCcGAYm0+TkZCSPE9dKxWaCCgWp8FRXV4eyXbMAz45qCGj3WGEHEqJK0G3rsFOVoBWr98awfmfFxizQnZ6ezvy/6nuFaAOOQ5JCwTB4WQiGkk3fDwRZIUhElHwMBPPc8ePHI99uT09PzgfUrq4ux2/PwwoFvXz7H8Q8ggwD49PX15e1CmdfXx+uXr0KIPi2XBVJqBIEgllshFWCZMdYlX348GHbll6rakAvnO4X1L5rFgoCzq3DboXVsk3WBgYGMv9v3J/klYa9/A0No4JQfFETdCgoWoi9CCOU9xqoUzLZtQz39PRA0zTXP0H8zSUiolxlcQ+AkiWsMKCjowNTU1MYGhrK+kBuRoSCbuaPGx0dVf6wkEqlkE6nlbdN4Th16lRBTITf29uLK1eu4NKlS7atiz09PRgeHg49sOzq6sL4+Lin+x48eNBVdaWYR7DQ5nokc4cOHTINPQ4fPozBwUHLoMBrAGi1rcHBwZx97siRI4EG8/39/Vnvh319fabP7/Llyzh06BCA6ysOG59vR0eH6eWUHPL+c8MNN+DixYuZ68TnlmPHjuHChQuZ37eZMCoJ7UJBP/uUHAo6fS4TvH4Ja2V5eZlhYAHSbVqGx8bG8OCDD7re5n333ednSEREZMFVIKhpWhOAFwEQ794TAL6h6/pC0AMrBBMTE6EsYiE+uIp2xePHj+P8+fOBBQ1+qg7lkyOjsELB2trayFtOWB0YHXEi3tDQEMnjnTt3LuvfN954o+N9RCioIopQEACDugKXtDA9X8Ku8+fP51xm9Z7X39+fFfSL1mHxXHt6ehIxj63w5JNP4tSpU3EPo6AYw0HA/HNOFPMLmk3rYFU5qHo8tre3Y3p6WulzWdCC/tx26623Bro98i7TMsxVhomIEk+5ZVjTtP8E4IcAnrF/v5L9///B/nWR0jStWdO0v9c0bUXTtBFN0yL/6ujMmTNRP6Qtv9V9fu+v8i2vmGA9jPbhJJ2YUTL09fW5qpY7d+4c+vr6Mj/iMmNIaMWpQklUsYbdluu34oJtw2QnX//WijBwYGAg8yMuNwsKBbvWYSouogLQLAD0Wh3op7L14MGDpj+Dg4OZHydiXsEoiTCQ1YGFSQSCnJeKiCj53PytfieAO3Rd/6+6rn9w/+d3AdwF4F3hDM/WnwPYBHAAwK8D+H81Tbs5hnFEyupEzO9cgiIAMNvO/Py8q1Ucnb4pdxMKAmrz1US5wAirA5NDnkfQLxEGyozBoB1RsasSCor24bCDNy9zPXFxEbJj1y6pYnR01PEnDOfPn88KAQVjMGhkrOY1/o0wrjgs2oYp/4m/n8bVhuVQUPx41d3d7W+QFkQwCEApGPQzp6BbDAML3+7+HIIlrBAkIko8N4GgDsCs/zW1f11kNE2rBfAaAP9d1/Vruq4/AuCrAN4Q5Tii5tQCcvz4cU8Bg10Y6Jb4gBdUKNjW1gZAPdjI18qVYuWnvc0svBMLiwC5q0fa7RtOYZ9qtaBqKAhkVwuGEQ7yZIus/m4ODQ35XtDCzd9aY9h36NAhyx+32xYuXbpk2YpvV/0nOIWCcS0cFPaqyoXITSvq4cOHsbS0BGBvOhaxsMgNN9xge79jx47l/MiGhoYctxEFt8Fg2KFgWGEg24WTRVQIlsY8DiIicuYmEPw9AP+iadqXNU37yP7PQwC+B+C/hTI6azcA2NZ1XZ7Y5TSAxFcIjo6OBlLNduTIEcs5y9wEC0GGgUJcoWCUVYIUPXHSpsIYDKjM2ec0355qtaDbUFD8ANfDwbm5uVjbdg8ePBjI47e0tDDQiFkYc2+qBHd2IaDfbbshtwk7sQsFgevHtJhLMGxRzZtaSFSDpunpadfbDjMsCztwNgaDZsJuHWZlYPHItAyzQpCIKPEcFxXRNO0GXdcv6rr+j5qmPQzgbgCd+1dPAPiRrus7YQ7SRB0A41fASzBUMGqa9mYAbwb2wqegT7CdvoXe2dnB+vp61mWlpaXY3t7Ouqyqqirr36lUCqWle9+rNTU1oaKiInNda2srqqurAeyt8FlbW5t13zvuuAMAMDU1BWDvhNxIbrMUt7cyPz+P+vr6nDG2trZmjctoYGAAi4uLWFhYsK1E6erqwvLyMmZnZ21v19bWhnQ6nfPaAcDu7m7m8tLS0pzX3MzOzo7nCa3d7EdBtrT6ZReKycdKV1dXpGHUtWvXHG/T0tKCubk5bG5uZl1eUVEBXb9eoFxbW4uSkr3vORoaGlBeXp45hlpaWlBZWYn29nbU1NRkbaezsxP19fVK4z1x4gTm5uawtLRk2V57/PhxzM/PZ/YxEWrbkdvyy8vLASBrNWyzY9lJU1NTZltuNTQ0ZF5LO7W1tZidnbUcX0VFhelxK6j8/oWo9sukHiuCm7Bsc3Mz5/WvrKzMOm4AYGZmxvREvampCZWVlTmX33jjjZiZmcHa2prp47a2tirt92bEtsV7ndGBAwcyx7B4Hzp48CDq6upybtvd3e2qGvK2227D7Owsrl27lvnSCgBuueUWzM3NZR73wIEDmfG1trZieXk583ybmpoy7+FCV1cXpqenc16TlpYWTExM5IxR/p0l8RgR/BwrXt8f5b+LZnZ3d7M+Bxw4cABzc3OZz0u9vb2YnZ3NLHhQXV2d+Tspf8bq6OjAxsYGmpubcerUKUxPTysvFNfV1ZXz+ayjo8N0nz569CgWFhawtrZmuc8Hpbe3F0tLS5idnTU9Pg8cOICrV6/afsFaVlam9DlLJm7f2Njo+Pszu5+d7u7u0Pf7ID7LJf19xS2712RxYW+tyVJNM30uq6urnh4zqtclSZ/dg5YPzy2KhfeI6DqVVYbPa5q2AuDfAfwUe5V4PwVwRtd1b3/R/bsGwHj2Xg8g61OGrusfB/BxADh58qQe9B8Yp0Dp2rVrOUHazs4OysqyX/b19fWsD5npdDrzQXJhYSErvJidnc18YLx69arpiRqwFyqeP3/eckEFURG4srJi+xyuXr2K9vb2nJO+2dlZzM7O2rYx19TUYHx8HAsLC7ZVIbW1tZiamkI6nbat4lhfX8f4+HhOJdf29nbmNd3Z2cHMzEym4srK1taWcgAk8zJ/YD68scnHyp133hn4sWJnYUFtkfK5ubmcEHpzcxN1dXWZE7uVlZVMKLC0tISamprMMSRO5qenp3OOy4mJCVfBWXl5OUZGRjAxMQHAfCVi8RhXrlzB9PS0q3k4AWQd96Ojo5kPcW5+NwsLC572c2Dv9VtaWnJ8vLq6Oly9etUydNnc3ERZWZnpFwhra2umIY6VJBxLcR4rgpdjRn79NzY2coIN+X3H+FjGAF1w2rc2NjaUxmlGfq8zunr1atYxLBb4Mr4finkD3VQXA3vH99DQEMbGxrKq5ycnJzOv0dWrVzP7bnV1NUZHRzOvx8LCgmmgkk6nTauwNjY2TI+PioqKvDxGBJVjxct4nX6fy8vLOX/jt7e3s0La1dXVzOu6traWeQ+ZnZ3N3Le+vh4XL17M7Ffj4+MYHx9XqjYdHx/POZ6mpqYsj5mqqipcu3YNw8PDrt8r3KqpqcHk5CSWlpZMP8OJsObAgQOm99/e3s55fZ1sbm56rgx0CmGj2ufDfJwkvK94YTXO4f1jS7O4jdV7itfHC0O+/A68KOTnRkTuqbQM9wB4HYD/A6AdwP8XwKMAljVNuxDi2OxcBFCmadpR6bJbATwV03hyTExMKH2TPDIykvUt7dDQUFZVgh/Hjx+3/FFh1ZIMwDFwE4JsH1apNlFtG06lUpkwh/Kbm+oZM2aLiagIo4XYirGtOApcXCS/FWqrtlW7o/EER2XeQDtWoU/UbcOUK+z54sQ8gkZhzwnY1NQEYG8fEz8y+XI3P2bs2oedWoebm5td/X1ZXl4OrU2YcwcmFFuGiYjyhmMgqOv6uK7r/6jr+h/ruv4aXdd7ATwfwCUAD4Y+QvMxrQB4CMAfaZpWq2nazwF4FYDPxjGeQhbEN9VBzylYqCe65J5ZkCcvLCJYVcoGOQanULC3t9f2BE1F1KFg1I9FwTKbgy6IBUXiJh/3MzMzOde7mTfQzsDAQFawqFpVwZWG849YhErlM4/TZxSrBUX6+vpw8eJFk3tc193dnfkBskNA+TrVH3kbRk5zCgbB69QsKhgGJteuCARjHgcRETnz9Lda1/V/BfB6AOH2Ndh7C4BqANMAPg/gP+u6HlmFoGhRcsPvJOlRnmBcuXJF6YOx6pi6urrQ1dWFy5cv2waDTqGg1zmpKLn8rDRsZBYQeqn+8/q4TqsVy9WCXoNB1ercIIgTRpVQkEF9NJ588snAt5m08MrqPUK1OhDwHwbK/FYbUrLZfa644YYbsv62iaAv7NV4AZiGe163AZhXqdtVggf1HLmISPHRd/amlmeFIBFR8jkGgpqmmc4zqOv6TwA8J/ARKdJ1fV7X9Vfrul6r63qvruuxVCu65WYlXLOToijCALtWYZmXsahUC6q0TDN8KD59fX2u5wITVR9REC3E586dU6oWBPy1ESepddhqrinKH0FNVREUq/cXOeC/dOlSzmI2Yt7AoJhtK+wVYSnZ/LYOO1UJhkEEg1b7rjFsV108xQ6rA4uXzgpBIqK8ofK3ekXTtCc0Tfukpmnv0DTtuZqmdWqa9koA3maFJQC5oZbZt7FRf7MqwkDVVuGenh7X1SWqoaCfKkG/1ZiU/1Ta+5wq+rxwUy3otY04yipBYC8UZOtw/hgZGbFsF3YjjspB1epAs2Mmiko+TsZOgpcKuigq1u2YhYJhzhcbxmdYhoHJp3MOQSKivKESCP4S9uYKrADwZgDfBjCKvTn8PhDe0PKXm8UqjOGWVZWGysmQX27DQEGEgm5OHlXnFfTygdtNFSZRGCdoqqEgEEwbcVScQkGzyt2WlpbMCsnkTxDtwsb5A53+bsfR7udUHSiOEzmcC2reQCtmYaO8sEhPT4/j+xklx8DAAKanpy2vNy4sYvzbFmeV4MWLF5V/zFiFgmZ/C6JojXaDYWB+2BUtwzGPg4iInKksKvJtXdc/qOv663VdvxlACsBJAF26rr8/9BHmKb/tFirtwiJICILXMFAQY3MTDDqFgk4tbGwbpiRTbSEGvLcRR1m15zSfINuG85fZ39qkVQcag/sow8CwtkvJZPwcZBf+ea0SFAuMqASDZiGf2Ibdj3xfM07vNU6rDdsJo12YYWD+YIUgEVH+cP3lja7r67quP6Xreu5SnmTJqYV1dnY25zIRmEVRHQj4X1G4p6fHdTCoUilo9oGbi4tQvvBSLWi2cqpR1G3DgNoiI26C+oaGBgb7AbNrF3a7unCU1YHiPcC4X5u9/8lh4NTUFACGdhQ9v1WCxtDu6tWrplV+VmGfyvblx5BZLVIS5BcBXEykeAURCO7s7GBpaQlTU1MYHR3Ffffdh2984xsYGhqCrutBDZWIqOixmjtCcivryMiIcrswcP0kSYSBYVQHBsUYDDqx+9CYtInuibxwGwo2Nzcntn3YLhS0qxJk8OdPWKsLJ6E60CkMNLYKC2FXBhrJbcNBHZ+zs7MMMwuQakuwHPI1Nzd7Dv+cHsNqTPJ+HOZcgn6xOjC/+FlURNd1zM/PY2hoCFevXsXKygp0XUcqlcKPf/xjfOYzn8Ff/MVf4Ny5cwwGiYgCwEDQgzNnzoS6/cuXL1tWBwLBhoGC3+pAMyIYVKkW7Orq8jT/EkMGsjI8PIyDBw9iZGQkczzFGbK5CQUBZBYc8SuMY8SpUtD4mHV1dYGPgdSZVaBbEX+ro6rucRsGiupAEc65rXr0Sg7tolpYZGlpKfZFKApFX18f5ufnI3kssa+EtZqwl/kDzUJBqypBIr90MYegywrB7e1tXLlyBbOzs6iurkZPTw8OHTqE3t5e/OVf/iXe9a534dWvfjVKSkrwxS9+EZ///OexsrISxlMgIioaDAQTwGkOGrk6MIwwMGxuqgXNQkGrFYfjaBsOOwym8Ilj6Ny5c5GfbLuZV1CwCwV7enps23fDDHWsQkHOJRgfq3ZhwN1iInb7zeXLlzM/fvkNA1lZR2a6urpCmcPOjaBDQTnoGxgYcPyR7yNYvd/Zvce0t7fHvrAIqwPzj5cKwY2NDVy5cgWbm5s4ePAgOjs7UV1dDU0KFcvLy3Hrrbfit3/7t/GiF70Ily9fxl/+5V86TstERETWGAgGTGWFYbOKnfr6egDZgZh8wpbU9kFVKqFgkOFFc3MzPyDkiTBaIY2iXHxDhWq1oJeFRvwaGRkx/TFjVylodh+r7bDSNx7GdmGrv8/GEFBUf/sJBxkGUqHzGwpahYCqj232+GIxE8GsSjCOBYWosOy6nENwc3MTY2Nj0HUdvb29SKVSWUGgUUlJCZ71rGfhTW96E8rKyvCZz3xG+UtWIiLKVhb3AAqRcYXh0dHRrPkDAfvqNjkY6+npcZw3UJ7XSDh+/LjyeKPS09OD0dFRDA4O4vDhw5a3u3z5Mg4dOhTJmCYmJtDZ2RnJY5E/KqGR3W3kYykJ+vr6lJ5Tb2+v73k+R0ZGLKtDjGMwC+bHx8ezbidv6+DBg5icnMTw8HAmtDlw4ACuXs1ed6qlpQVzc3M5225oaMDS0pLS83jyySdx6tQppdsWEj+h+dDQECorK7Muc/PFjFVwZ7xMDgXt/n7bbY9hIOUTEdTZGRgYwNDQUFYIZ7UYyfT0NMbHx7Pua+XChQuW1x07dizn8VWJv+dEfmRahhVuu729jbGxMQB77wsVFRXKj9PR0YE3velN+PznP48vfvGLeOlLX4q7777by5CJiIoWA8GYWX1QM56wmYWBchAoz2k0PDycuU4lGBRzlYUxj6CRUyjY1dWV9YFYEG3DQZ4IplIppNPpwLZH4bNqh5TlU8uqaB++8cYbHW/r9RgVx5QcCqqEgFbXG7cFmIeC4nE4B1o07NqFzeZwNKsOdBMGGonbjI6O2lYMWm3LKQwU4g4Dz58/n8gv3Ci55H3WGA7Kurq6XIWAZsH75cuXM7cTweDAwAAuXryYFUQa/00UJLHYh1OFoK7rmJycxM7OjuswUKipqcF//I//EV/+8pfx8MMPY3V1Fc997nNtKwyJiOg6BoIJIE7M5MVEAOuKJqsg0HiZCAaTdvIiQsEgtLW1YW5uLtIQ6MyZMzh58mRkj0eFzykUdKoSNAZxRnIoKF/mhbif2JYIcIyVJWZVguJ+DAnjY1YdaHaZmzBQ5vb28uPbhYHnz5+PPQx0W21FhctrG7DdPmz1JaUcBDp1T4jrRTAoVwsKqtXpRHbuuecey2rSN3d348baWpQAtsHczMwM1tbW0NHRgaqqKtvHKykpcWwjfsUrXgEAeP/734+vf/3r6Orq4vRBREQOGAjmAbk6UISBKqsc9vf3JzoUtGsdjrJtmPLXyMiIp2+U41hQxIrfkzPVgN1rACjPDyj/3TGrPBS3N1YJir9hVm3D4nZJ+Z0UCqvwylgdCGTvH17DQC+MYaCQtDAwHxRjO30UrMK/sPdJN0Gg0aFDh7Iqdc2qBP1obm6O7G/26dOnubBIAk1OTuLBBx80vW7hs5/F5uXLKNG0nNvcd999AIDV1VUsLi6isbExM4+6nd3dXcvHE3Rdx+zsLJ7xjGfghS98IX7/939f8dkQERUvLiqSQIODg7bznamEgcbbms0zmFR2wYXb6gyVoERlIRgjrjacHGbtkGaSvEq3aB22I1r7ozA8PJz5EQtIGC8HcqsFjYuMqFbuqrSCFyu/i+4YVxc2MlYHxh0GXrp0KScMJIqbvI8GtXKwlQsXLmTCwEOHDvn6ctRurkGhu7s7UfPrmjl9+nTcQyAXdIdFRXZ2djA1NYXy8nLH9yg3NE1Da2srWltbkU6n8drXvhZbW1uBbZ+IqBAxEIzYyMiI6YIis7Ozprc3qw50SyVAjDJsEESVoCqzqhY7xoVczBgXgKHCIAKpkZGRQFevLnTGEFAOhYyXidtahYIyuSqwpaWF7WoBs5s/UGb199Z4jJit/Gv345a4X19fn1IYmOTqwL6+Pq7KmgdGRkaUPhMAe/uh2eq7srD2yaCCQLGNQsJQMI+IOQQtrp6ZmcH29jY6OjpQUhLsqaimaWhubkZ7ezuOHj2Kz33uc1hfXw/0MYiICgkDwRgZq91Uggs31YFGrLQIFqsEk80smCJrIkRVXUBCDgaNoaC8vaDn9/RbMVfs7L5YuXz5smkYCCAT3pn9qAaE8vXGVkNjGCgkNQzs7+9PfFUV5Y8LFy5k5lwttCAvSKdPn2YwmA9sFhXp6+vD8vIympqaUF1dHdoQGhsb8aUvfQljY2P45Cc/iZmZmdAei4gon3EOwZipVr2dP3/eVxgo5hPMF11dXcrzCKZSKd9z2UxMTKCzs9Pz/Sm5RMVbIZ+89/T0OC4sYsdNGGh83NHR0cxjixXCjQuMqGhoaOA8ggFSmV7BqbLNKrwzkq8fGRmx3K7VdszCQM4bSF6Nj48rzUnmxcWLF033S6fWXLPFPYz3a21tRXl5ub8BejA2NuZpBXs79fX1GB8fD61Cn/MKJpxoGTZcrOs6Xvayl6GsrAwtLS2hD+Ppp5/G61//evzd3/0d/uqv/gove9nLcOutt3IFYiIiCQPBhBEnUmGFF0lcYCRuViv7qeCKw5TvVMNA8TfJeOIoh4Ll5eVZoZ4ICuvr67MuF23DDP/CpTI3kzhhlxcgANTDQCO3t7cKA4nCNDQ0hPb2dsfbXbx40XGfltt8nW5jhhWB3ohKQQaDCSRVCOq6ngngFhcXceDAAbS3twfeKmxlYGAAv/M7v4OHHnoI//AP/4AzZ87gxS9+ceDdCz09PRgbG3N9v+7ubq6ETESxYiCYQKKaKegFEPKtSjAIzc3NGB0dVap8YpUgFRunMFD+YqK3txdXrlzJukyEgyIUFCsPA96qBClexv0g7MDWqk0YSG6rMBUvs8VELly4oBToFVroNz8/n5gvdBgMJo++Hwju/wPQNGxvb2Nubg4/+9nPcPTo0UjHk0ql8IY3vAGPP/44vvvd7+JjH/sYjh49iltvvRVHjx5FRUWF6f10Xcf6+joWFxexsLCAhYUFLC4uYmNjA1tbWygtLUVVVRXq6+tRXV2Nz372sygtLXU1NrHqMhFRXBgIEoFVgoVgZGQk8G98i4FTGCh/MSH/vwgH5YpBsypBGasC84NVy69V5brbdkOxHT/TYBAFxc3cYnJQrRoGxuXy5cuZVuWhoSHccMMNAGC7qFM+f4nDYDBB5EBwdxcoKcH8/Dx2d3fx9a9/Hb/0S78U+ZBKSkpw11134ZZbbsGPfvQj/PjHP8bPfvazzMrEjY2NqKqqws7ODpaXl7G1tZUJ/2RVVVWorq5GeXk5dnZ2sLa2htXVVfz6r/86BgcHUV1djYaGBqRSKbYmE1FeYCBIypxK2t3OP+ZFR0cHhoaGWD1CBSWOVXftqoXNwkAjuWLwyJEjllWCw8PDOHToEA4cOJCZNF8wBoSq8wg++eSTOHXqlNNTJB/MFv0AckO84eFh06pRKwwDKYnEIlQqKwwDznMGJp0IB81aHA8fPpz5/+np6bz7vMX5BRNACgT13V1sbW5icXERDQ0NmJubi3FgQHV1NZ773Ofi53/+53HlyhUMDQ1hamoKy8vLmJmZQVlZGXZ3d9Ha2oq+vj40NjaisbERTU1NmdDQaGNjA8eOHcN/+2//Del0GlNTU5iZmUFzczMaGxsZDBJRojEQTKAkziUhxiR/UJQNDg5mbqMaDCbteaZSKc9tw6wSJK9EGHjjjTdG/th2x6rKlAUiFJQ5VQkKLS0tsZ8YFJPBwUHlRayM7Fp75cvlcNAsGGQYmKu1tZVfciWUPH+g2WIi+VQdKJh9+RT0giJJwFAwZvuLioj/n1tYgKZpkSwkoqqkpAT9/f2m70duF2mrrKzEyMgIWltb0dLSgtXVVczPz2NmZiYzb2JNTU1wgyciClA0M7qSqYGBAUxNTWVdJgduxhPtMF25csXyQ+H8/DwA6zBQXCd+RkdHMz9O7LYZpKSFj0SAuzAwyr8HbomgRwSMYa0sSckmTq76+/tx6dKlnB+rk698VGzz8dJ1+dAqLIgwUFQEGv9fls/twmZECzFFT55D8P3vex/S6TQaGxtRVhZtHUpJSQk0TXP9c88993h+TE3TUFtbi+7u7kyBwdjYGK5evYpdOSj1OcYourKIqDiwQjBifX19GBkZQVtbW8514+PjmRPpI0eOhLbSsBujo6NobW11FdyJ28pVg8D1hQeMtwtbc3NzJtR0wirB/CWOrXyYR1Cu0nBTGWgV2gcZeLtd0MisSpDIT/B3/PjxzErDSaqckyutgMKsrKLwGVf0FuTPSF4CR7FdY2Wg1dyBKu3CRJ5IgeCtd92FkpISNDc3Rz6M3d1dPPjgg67vF8RCH5qmoa6uDjU1NZidncXi4iLW1tbQ2dmZtYhJnGMkIgIYCCZGa2srFhYWbG/jtoTd7P5uiA+mbW1t2NzcdP14xsBPTFQfRhDY1tbGBQvIlNXq2nHsL16DQJXALamVVwcPHsTc3Byamv7/7f15lCXZXd+LfiOzcqqcKue5MqurVKpWq6vUTWMJkLAAIYEFzwbMerYYLBss3wF7GduLe981xvKFe82yr3leMtggDIZ3hbiyl4UumMGWxaSWkYDbUNVqulWqKbNynsfK+cT7I3Of2mefvSN2zBHnfD9r5equM8TZESf2iYhP/IYeAGwskhVXr16NlDacNkIKCqmRFzF448aN1D7LtqYmSRa5u3DU2oGqtJPp7OzExYsX8aUvfUkrDXWSUH2dnwxUowOF1DZFB+rmne0N1jzA1OGMOBeCJ729uHr9Onp7ewN3360VGhoaMDg4iPb2diwuLmJmZgbDw8Po6OjIemiEEAKAQjAUN2/exJ07d4zP7+zsoLOzM9bPlCMmoi5HRZcu7FczMAxBliWaEmQFowSLj7jAEfuSiLq9fPkynn32Wbz++uupjSWsCASeysA0ogPlzwwSJWiLrrEIISbE8UoWg4K0BaH6+YLp6enUot1JsshZGXL9QKByfwubLuwlA2V0z5skoe61NjJwdna26pgi78c7OzueY6SkJp6cp8YevuUtONjfR3d3d8YDyp729nZcvnwZ8/PzmJ+fx+DgIC5dupT1sAghhEIwbkZHRzE/P1/1+Pr6unW4vIjkkAWGIGyUYJDowCRkYBh0J91qzcUk6Ozs9D0ZJvlGRAWKNGITSUbfRJGAQGVUoJ8MDBsd+Pjx46o6NFHLFUxMTJQbi9jATsO1jc2xx2//1d3IEjfIxsfHK1IfkxSFaUYHkvhQjwEPHz7E4OAggLPMBVlW2HQYDoOtDDTh9z5ZWMvizyQDZYJEBxYRRglmgOvitLsbJxMTuP37v4+b3P4AgKamJkxMTGBhYQHLy8s4OTnJekiEEEIhmAZq7TwAWFlZwcDAAK5cuYKHDx+WawfKdQRVRJRgUCkoLshsowOB7GWgF7VykkriYXd31yoiV8xBEf2WVJRgHCJQXKx61SiLKgNNqdRpwk7D+UWVsmGPO4B/rT0bAa1+tjiedXR0VKRemSLpwx43hGiRj5+PHj1i/cCC4XVDtru7G8fHx77LCJsubCsD19bWImVHqOnAXjLQKzpweXnZ2BG1SOnCJDtc18XBW94CHB/jzh/9EfD935/1kHJDQ0MDRkdHsbS0hPX1dXzzN38zXNeF4zhZD40QUqdQCGaAKWrpmWeeqUgJefz4cVWUYFAp6CcDVR4/fpy5DAxzQryyshJrpFeU5iIkPSYnJ6uiG5aWlqoaizQ1NeH4+Fgb/RZHlKA6n8OmBQsGBgbQ1dVlfH1UGaguyxQlGCZt+PHjx5iamso87Z8Aq6ur6O/vt3692BdElLpA7A82x50gItD2deKzdYyMjFT8Bpii+IKKQjniSpWBeYVRs/Ej1w8EgqcLe8lANQ39hRdeQHt7e8ARViMfj/xk4MLCgvacz+t3g+nCxI/Tixdxcvkymt94A8eHh1kPJzCi829SOI6DoaEhNDY24u1vf3s5SIRSkBCSBRSCCRG0juD29nb5RHBubq7qgkyu6SVLQcAsBWxkoHxiaFuLzOtC3xTdGJSwNXryAOsIJsfW1pZnLRpVti8sLGgFvBolGFYKhokG1Il4W3FiIwKDzE8RJaiTgmKsflKQHYbziYg+90NEpas3pIBKWS5LQYEpyjTu6Dmv5V28eLF87PQSh0FFoe71YtliPKwfmA23b99O9fPCRpeaZKApvTcK6jFOXa5JBqp4dRZmdCCx5eDKFaBUQsuXvoSGrAcTgjCdf4N2/XUcB/39/fjN3/xNvOMd7yj/m1KQEJI2FIIh8WosoqsjKNKG5bQVOW14dXUVQGWUoFpLUJWCACrEoIrpAshLBpoubmTJYJJ1Dx48qHhdGDk4NzdXaBlIgvPCCy/gT/7kT3xf51cPUEWVFeLfapSgLAXF53gRNBpQFWZBZYkq6nUyUJ53pvFPT0+XXyfPTZMUlH93AGjFoF/DE5I/FhcXy52G1RtPMrrn1O/53r17ob77IPPYD7lRjVy3Up4HJlE4NTVlXRdQJwNlkmjuQ4KTt8hkkwwMIwL95o1umaYUYSED1VRh4EyAnp6eVrxeyEBGBxI/Tk5OcDQ+Dty7h4aDAzRQcBlxHAe/9Vu/hfe9733Y2NhAQ0MD+vr6sh4WIaTOoBDMCJ3ckC/U5FqCcuqwGrETtMh5UBk4NzeHnp4eAP5Re+rzcrSJnxwUJ/Fen5FGQxFSTNbW1ipOouS0YTVKUJeKL6SeLAa98JKAcQhAtbaeKSLQRgSqz+vEoJcUBFAhBlX8oowXFhbYYTAneAlA4OkNKbEPiNeb9i3bfVs3p+KKrGtra6uoIQicNYqQP9NLFNoir6tYtroOvJmVD7zKLdigdhgOw4MHDypkoJ8InJ6exvDwsOd5ThCJKDcOMUUFmmSgCcpAYsPW1hbQ2IjSeY3mIkYIps3g4CBKpRLW1tbQ1NQU+TeMEEKCQCGYMmq3YREl2N/fX+5sKy7K5NRhLyloSxgZCJzVkhFSMAjyxZGaiub3ehNsKELUtOG+vr6KixxZ/qlRgqKWoDyfAFSJwTDYdAUG7CKJ+vr6jCUH1AiYoBdpqhj0k4JAMKmpqx/Y19eHUqkUaJzEHrHPhxGv4hgj37SR9wFZItrua3EIQNuIu/7+/nKEvd9n6URh0Pmjk4GMDiQy6vmOSQaq82RoaCiSCFC7B9tEBQL+MjBMqvD29nZsJWRIcSiVStjc3MSFxUXsb20Bzc2MELTAcRwMDw/j5OQEi4uLuHDhgrGxDyGExA2FYEKItGH5ol7tNuwVJahLHValIKBP41MxiQqTDLSJ1gtK1GV53TUXIpXUPl5pw7ZRgjopGFWyA9UXXyZJEKYRSFQJqEMWg8BZtKAYm5CourqCJtT11Y1xaWmp4vG1tTVGnSTM6upqoBQkXS1BcQyS5578vUURgKZ5YnvMaGlpqZIophtQ6pjUdZLxWj+dDJTHK27mkeJw7949jI+PR16OWjdQJwNNTT+CoMo/ge7mjSkqELCXgfydJjbs7Ozg9PQU7ffuYdd1ATBC0BbHcTA6OorHjx9jfn4ely9fRnNzc9bDIoTUARSCEfCqIxgEuZagWgReRPCoUhCoTuOThYZX2qJNVGAeU5/CprKwEHb+sa0jaEIVhbooQRspKDDJQb90YJt6fzKmelc9PT3Y2NioWJ+kENtETiOWowUBbzEor7MaHagrWk+CEWVu6I4p4lgiylPIj4mIHjV1WLxGRk49DiK/1DmSxLFGt8wHDx5UfbZtJKHpdToZSOqXIDLQTwSahJ+MX+S2lwgEkpOBjA6sT1zXxcbGBpqbm3FhaQknQggyQtCaxsZGjI2NYWZmpiwFGxqoVAkhyUIhmDBqt2G1uYgqMsQFnBwlqJOCQOXJoK7Gl+5k0S8qEMjfxU0ctQODRDoBjDrMO6Zuw3KUoJhbQ0NDvlKwpaWlvI941csDgklAvwL3pgutsDVkbATcyMiIcRyyGJTXw9S4SCBeK94rr1eYiEiSDXIKuRwpqPv9DBsBaHN8CdIYQpXnOkQXZRmdIJTTpP0wyUBTdCBr4NYGDx48MApnILwMnJ2drUp/D9OwRz0GhBGBALC3twcgnAwk9cmTJ09wdHSEoaEhHLouThkhGIqmpiaMjIxgdnYWi4uLGBkZYedhQkiiUAgmiK7bsAlVHKqpw7IUBFAhBicmJqxrlkWNCvS7qJGjTuJAfJ7pxHVlZQWtra2xfqZgdHQ0keUSPVG7DZseF6nDJik4NjZWEQ3ndxHmJwCDNPqIgk7++ck3sf4CVQ6aGo/YSD1VBqrjE51g/dja2rJ6HYmG3MQKeBolqJOCNpGiAl0KsN+xRScAbYVjY2NjRV1eFbFOMraC0AvdOvmJTKYRF5s3v/nN+NKXvlQhBVURCFTLQD8RKBgYGMClS5cCjUl3HPDaz2xk4Pr6Oi5cuBBaBjI6sD7Z3NxEY2MjOjs7ceC6EH2qGSEYnIsXL5ZvEGxsbHge4wghJCoUghEJkzasixKUL5ZFlKBJCgLQikEvvEQg4H3Btr29XREx53UiqaanRRGEfjJQ4FUfi+nCtUuQKEGTFARgFINeyBFxaQhAU+Rf0Og79fVy5J8sB73qp4nfIK+6hmK86ufZbh/WqwqHbk5cuXKlqp6tqduwSQoCwYRZUAGYpCjTpTrLn6+uZ1jEMoOuy+rqamzNsl544YVYllOvzM7OlusITk9Pl3+HHj58WP6OZCko/i1jKwNNXYB1+EV+2+xztiIQOPv9PTg48F2mQI4KzKMMvHXrVtZDqHmOjo6wt7eH3t7esxRX12XKcER6enpwcHCA1dVVXLx4MbHgB0IIoRBMGF1zEYHccbivrw9zc3MYGBgAoJeCwNO70aoYDIpNVKAQcp2dndYXLOrrwghCOQrR63NXVlasxhQmXZjRgflGiL6trS20tbVVPW4rBUdGRqrEoEC9sJElgq0EDFtDr7u7uypSLonUW7mJiClyUF0/U2MJgU4G6tLI2FAkXrwa7phQowQBvRQE4hNm8udkgfy5pujBIMjvN63T4uJiqPXd2triHEkJuev89evXcffu3ar/F6gSUGAjA21EYNCoPxNCAgL+N1aj1AsE8ikCSXqI85XyDalSiSnDEXEcB0NDQzg4OCjfxGY9QUJIElAIZoTacVggGowA1VIQQEW0IBDsJMw2IlAn5N6+uQnnj/8YAOC+9BK+YJnW4icIbd+nImTg5OQkTk5OtK8JEx0YR+3AmzdvRl5GvRKkgYJf6rCfFASeRsjJYlCgLtvvQimuKD4AaGhoQE9PT+D3hUUe4zs//Wngy1/Gk/e/H5+8e9eYVqzDFBno9z6SPH/ui18EFheB4WEcvfWteNvVq/iP9+/7SkEg3MV+XALQr0xFZ2en5++2100ov+hBQL/uQdaNtQNrAzlKUPecwEYGmjoBixtBUWS5LAGBynOp5wA0f+YzcNfXcfyd3wkA+Kx0nhTkNzrvUYECRgcmT6lUwvb2Njo6Op7eVJVrCDJCMDSNjY0YHh7G7OwsVlZWMDQ0lPWQCCE1CIVgDPilDdtGCQppYSMFAVSIQcDuwiWoCHzhwgXMfuYz+L9u3wYAvKe5Gf0vvWRchh9xpUYBdievQaIDxUUlowOLxf7+Ppqbmyses5GCAKrEIPA0Oi5o5F+emmeY6vXZnEz+x/Mome/Y3QVQva6qIFSfV7fD0tJSVdfmtbU133GQ+HhLZyf+62//NpZKJeCLX8RfuX0bp9/1XcbUYaCyLEXQ44y6jCCoAs1vGa7rYnBw0Pi8un5BBKHu/TZjEoh1Mb0+znRhEj8ibVhECQrxJ74znQgU71MfM8lA+fdzYGAA/f391uNT5Z88Nh1N29s4fv11/OeDA3zLZz6Dz5ynmNeiCCTpsbu7i9PT03J0oHsuAk8YIRgLFy9eLDfPam9vR0dHR9ZDIoTUGBSCKWLqOCxjKwWBSrmnykEZv1QvU4ruCxcuoOXOHeycH9QBYODaNXw+YNHruLFJFV5fX6cMLChhogR1tdP8pCCAKjEI+HfUFWQtAL2adJgu8EwppTpR6KyuamsO+gnAKGNkQ5FoiP1bV1tTpnFoCP/P+f8LKWgSZX4ptrrXBSGoAAyKOn7582xKWERdLy8Z6MX+/n6ozyXxoKYKC7kni0H5cYGtDJR/R/32MZ34A6LdYHXX1/G1fX2YtpQLRRSBjA5Mh62tLTQ1NeHixYtnD5xfMzBCMD76+vqwt7eHpaUltLW1obGxMeshEUJqCArBmLCNElQRUrCrq6v8mJ8UBKovZMLUd7Kp1Xd48yZGHz/G2wYHcXjzJj5/np6rk3JirEkipwqbCJoqHKcMZLpwPASRgn19fcaIM5MUBKAVg0D8os+mu65OyNm8L2garu718nYAgG/5e38Prffvw9VEqthuG3l5k5OT5YgBwD860Had6qmBQpD5oGO5pQXv+fqvL//76K1vrXhejhQMGkEXhqQloImoctAGeZl+6+UndJhmnz5yYxGgsrkIoO8ULF6ne42XDDTtH15pv2FZX1/HbwP4+u/9XnzL+jpcy66lRRSBAGVgWhweHmJ/fx/9/f1whPhThWBWg6shGhoaMDw8jJmZGayurjJ1mBASKxSCKaNGCQr29vYqojpMUhCApxi0wbZpBwD8yckJdjo6cHDhAiDd0TaJBZW4JKGNCASeykDb6EBGBtYGXpFROikoHgeqhVjQEy0/cWdzUa/Onfb2duv3RkX9jP/06BH+wpUr+I2ZGQDBtocqAm0/k8SLLmL2+OZNfPpcNOiSEoUU1NUUjIOsJKCJuOVgEBHoFx0YhnoS5HFy9erVchdPubEI8DRKUJWCKnFEBS4vL+PixYt48uQJgPgkoMzk5CTuA8DYGCZ3dz2jAw8ODnB0dISzlxdHBJJ02dzchOM4lccbNWWYEYKx0NraWk4d1l1HEkJIWCgEYyRKlOD8/HxFPUFALwUBvRgEzBcxuqLmNieb/+X85LW1tdXqAj4JSShHIuZdBjI6MF7CREXpRAhgloLiOYEqB22IQ26py3BdN1AtqTiZnJzEa6gUpkHfb8KrszDThePB1GznXnt7OdJ8dXVVu3/JUhCIFjUXpwD0EmgtLS04PDw0Pm8zj3TNRXQMDw97NgmxWUexLl7H4K2trarfKWLH2NgY5ubmKrIudCwvLxtrT8pRgrIUNKFGDQaNChQRgf39/ZFTAXUSUIdJBhY1IlCG0YHp0NzcjJ2dHXR0dFTut4wQTIy+vj7s7OxgaWkJFy7wEp4QEg/8NckAXZRgb28vVlZWrKUgUHlBocpBFdu7zToBZ+ria4Ouc6tNDUCvZeigDKxN4qonKJ4Hngou3QU3I9eqiWub2DQS4faPD9M8sJGCQHXUHKAXhFEFmQ5VAHodv46OjqqaCgnEegpsJbvXuOMQm34ykMSLODaIcysxB2QWFhYwMjJSjhJUpaAtQWSgEIFifzg9PQ2yWtryKGF/Q1UR6NW5O89QBqbH888/j1KphEtKXXG3VALAGoJJ0NDQgKGhIczNzeGrv/qrsx4OIaRGyJ0QdBznBwB8EMDzAH7Zdd0PKs9/A4CfAnAZwBcAfNB13WAhLAliGyWok4KinqCXFAT0EXZR00uCROJFIYll7+3tAaAMJP5SUH6NEFS1FokTpINvGuu+traG5uZmz7lPCeJPGDluwk8KAvYdd02vDUoQCWiLugxZAqUZgWsjAmUmJyexe97l24Z6Sxe+desWbt++HdvyBgYGKn6DdFLQD78uwvIckWsE2uwTprrIcZxP1UJEIEARmDau6+Kll15Cc3MzWltb1ScBMGU4KUSn4Xe9612e57qEEGJL7oQggHkAPwbgfQDa5Cccx+kH8EkA3w/g1wD8KIBPAHhHymOMhCl1GPCWggB8xWAQ1Ei9IkbnrK+vo7GxkTUDa5igqcNqJKBXtKD8OqA4ctBL+tnOY1mKqsS1HYJI1yC/P/UmQMLidbFgIwVV4qz7l4QA9EMutxEmcjAo8mfYrN/W1lYhj8NFROz/ctqwiBIE7KWgEIHiPfKyAP+oQBO2qb9hqRURCFAGZsHc3BxGRkZw6dKlp81EBEwZTpyBgQFsbGzg05/+NP7yX/7LWQ+HEFJwcicEXdf9JAA4jvMSAPUs7NsBvOa67n84f82HAaw6jnPDdd03Uh2oB35RgsBTKagrDGuSgkB0MVgLElAgTpjVbWSCkYHFJUw9QZtoQfE6QdB6eUnR3NxcLuhuIurcNdaWMohCW0kov1d8hte6UIIkg1+UIBBOCkYhCwmoQy23EbccDCoCAUbJxs329nZVHUHdOZVA1M9UpSCAikYjOmyiAgF/Gbi3t1dRoiWJ30WKQBIHLS0t+NM//VO9jBIRguf/ZIRg/DQ1NeHll19GU1MTvuIrviKzYykhpDbInRD04TkA5TwR13X3HMe5f/54lRB0HOdDAD4EnNU+evToUUrDrDzpMnF6eorNzU20trbi+Pi44rmBgQGsr69ja2ur3HFURpzIra2tBar10traWnFhb1MfsFQqhb5Y0Y09KiJFWIhQddvpODg4AHAWLWbz3fgxPj5utT8FSd9MmqmpKeNz8lwZGxtLda7Y0tPTg8ePH1c9Lr5bHX19fVhbW8PW1hba2tqMrxOIC8GsOTk58S0Y7ScMw6LbBkF+Z+T3izGafmf29/cBIFB6JIDE98+8zhXTHPBia2sLTU1NxufFsURIrA6PzqNBUb/XlpaWCuEWxz4cpcYtUClFVldXtfu51zbR7bvyMm3WUcyDvr6+8vK8ftdkJiYmMv29jjJXohwfvX6Purq6sLm5WbENh4aGsLa2VlGn7/Lly1hdXS2Lw2vXrmFlZQVPnjypuIn07LPPWo1JnCd1d3dX3KgVY718+TKA6lqB4pymsbGx4vzMdh/wQ16OXO/NaxvG9dlRMY3D9hwsLuI4l8vrcSUsn/rUp/At3/ItVY+XzvdnOUJQdM8WqP+2Jcz7avWzPve5z+Fbv/Vb8au/+qv41m/9VjQ02MVi5um6xITXXCGExE/RhGAHALUjxRYAbf9113U/CuCjAHDz5k03zR+Yqakp3yjBrq4uzM/P4/j4GE1NTVV1OEZHR/H48WNsb28b72oPDQ3FNmYZOV2lsbExdFSd7uLVNqLPNB6gul5gVQ0TiZ2dnUjroBI0MrAIBzZ5rrz00kupzpUgTE1NaSMFvS7YxXNeKcR5xNQoIQviEKXq+oiL56BRMFmnC2c9VzY2Nqxf29HRgenpaRwfH+PixYuerxW/j2qzBduIOVMn4LgjF3Q3p9SbQmHnuO4Y8fDhQ88uxkD4dfSbAzZyNq+/1YDdXAk7fr+blNvb21XnBScnJ9ja2qo4BxEX4mJb9/f34/79++Xl2/z2iYhA4GlUoHsuQ/yiAsW5zeTkJA4ODjzPZWxRb3o2NDSEigbUZbBkgRhH1hGBSc61rI8rYdEdV05PT7GHyqYi6uv8jkdBPi+J9xThs05OTvD+978fn/jEJ7CysoK3v/3t1u8tyv5FCEmHVIWg4zi/C+DPG57+nOu67/RZxC6ALuWxLgC5bIcWJHXYdCIoxJcQa2FkWhBk8SY+O8qdYlXciVToOJZlA9OEiUBOIQaKIwZrkbAykATHNnVe4JVOG+S9caETP/J+s7u7WyHO5DkuiDLXk0rFimMOZC3Hs8SmsYiaNqxLo79y5QqWlpawvLxcricod9qWZZ8sB+XH5fcI/BqHyOdBUfYBU8ZD0dOBZbIWgSQg512Gj1lDMHHe/OY348qVK/i93/s93Lp1K5YbCoSQ+iNVIei67rsjLuI1AH9N/MNxnHYAV88fLywiElDXeVgg1xUE4hWDOgmYFEkvX0ARWLuEqScokGtwytKAcjAd5G1OGRiOMPu/nDofZF/Poi6RKvOC7ifq6/M21+OaA/UsA20YGxvD3Nyc9jm1lmB/fz9mZmYqpCBQKflUOejVYCdIVGAQ6kH+CYQELELqLFE4F4In5/9lDcHkcBwH733ve/EzP/MzePnll/Ge97wn6yERQgpI7lKGHce5gLNxNQJodBynFcCJ67onAH4FwD93HOc7APw6gB8BcCdPDUVUbKIEgbOLlN3dXV8pCFRH2QWVg37pt0WHMrD2iSIFgepGInkSBnEQpuZnkuu9v79frpNGCZINeY6QjSoBvcjLXKcMzwZTlKAqBUWDHSHzZDEI2HXYjjsqUBWAtSj+BIwCrB1cIQQZIZgKw8PDuHXrFj7/+c/jpZdeqqgTSgghNuROCAL4YQD/WPr3dwP4JwA+7LruyrkM/EkAHwPwBQB/Jf0hBsNWCor0YS8pCFQKvLApuLUmAYHKAtlxyECKwHwj5NBnP/vZSMvRRRTFTRLiwUv6BRUOujRLmTDjj1vyUAY+JawQVyNks5KCSQpAL9KWg0lJQM6FM/zShk1Rgl5SEICnGFSRJaC8DJUgUYG11AlYB+VfjXMuBEs4qyPICMHk+bqv+zq89tpr+J3f+R1827d9W9bDIYQUjNwJQdd1Pwzgwx7P/1cAN9IaT9rIUhDwL+pci2IvKAcHB+Wi8owKrD8mJiYCNVrwIwk5EUYyiog6E0lFUan4yUKb5QbtIkySRRaDgiTloF8dwCywuREQZJuktY6UgcFRowSBSimofs86MeiFV2q9bVTg9vY2SqUSjo6OcikBKfGILe55F+1T1z0TghmPpx7o7u7GO97xDrz88st4+9vfHtu1ECGkPsidEKxVbKMEgadSyyZaMC3k6LsgJDn2uCMCAYrAohI1hThpgooBtVFClmQtbgBKEB1x7PNx19Q0ieM87EN++NUeDLOMuOE8qMY2StBLCu7t7VU9B0SvoWkbFSgiAi9dupSL8z0AGB8fZydSEg4RIei6cMEagmnxzne+E6+88go+/elP43u/93vhcLsTQiyhEEyRIFIQCB4tGCeybDs9PUVjY2Mo6TY/P699POy6qGJydHTUWGg7KJSBxSbvUpCEgxLETFz7fJxp80WQfzbkbT04D8LjJwXn5uZibdgWVASKiMCwN17jhM08SGTOheApzqQgIwSToaGhoUr6feVXfiXe//7348aNG7h7927Ve8bHxyOX2SGE1B4UgikTRgoCSEUM6mQboE+3sUUnEeV1iWuZUaAIrB3ERTPFIKkXkhDheZNh9QxFoD9+UYKAtxTs6+tDa2trOYUYiNaszVYEinFlDdOBSZy4UoRgCYwQTIpSqYSPf/zjFY+5rotHjx7hgx/8ICYnJ6uE4Qc+8IE0h0gIKQgUghkQVAoCejEIRJODOimXRt2JPNW2oAysTRgtWBtQhtjB/b024f4fL15SEKhMoVebtamCUNfMLUjDkKxFICUgSQwRIei6ZxGCFIKp4TgOBgYGMD8/j62tLXYcJoRYQSGYEWGkIFAp00yRdqok9IrGy5OcSxOKwNqH0YLFhSIkOJSCtQUbhgXDJkoQ8JeCgD6FPqwAFORBBFICkjQQTUVK539MGU6X9vZ2tLW1YW1tDZ2dnWhsbMx6SISQnEMhmCFhpaDAJPPUun31Kv10UATWHxSDxYIyMDyUgsVH7P+s4RacOKWgTJQU+izTgykASSbIKcOMEEwdESU4MzODjY0N9Pf3Zz0kQkjOoRDMmKhSUAcFoB7KwPqGYjD/UAZGh1KwmHDfTxch5+bm5lAqldDa2hrr8tMSgZR+JHeoKcMZD6ceaW1tRWdnJzY2NtDd3Y2mpqash0QIyTEUgjng5s2bePToUWzdckklFIFERr7wpjjJB5Qh8VJr8ttr/3j06BGmpqa0z+V9/bnfx49tlKBgbGwMjx8/Lp9/hW2gBqDqHC5OEUjxR4pCuanI+R8jBLOhv78fu7u7WF1dxcjISNbDIYTkGArBHJFEtGA9QxFI/FAvyPMuEGoNCpFkEdv3s5/9bMYjCUZc+0Ue5zf3+eQJKgUvXbpUrr08NzdX8ZyXINTdxKUEJHUPIwRzQVNTE3p6erC+vo5Lly6hra0t6yERQnIKhWDOEBKLYjA8FIEkLDYX63mQCkEIIyCSWkfKkGyYmJjA1NRULvfdNPeJLAQh9/lsCCoFBarQUwWh3+vjgCKQFBlXriEIRghmSW9vL7a2trCyssJGVYQQIxSCOSWvYjCobEtr/JSAJC3iuMCPS0QkJRviXq5XWidJjyzT5fMoxkxjCrpt8rhuJLwUlEmzEcj4+Dh/J0nxkbsMM0IwUxoaGtDf34+lpSXs7u5mPRxCSE6hEMw5WYpB8dlRLua9RF3YdVKXyW6MpGj4CQQKNJI0cckwv+UVkVpal3pHRNtFFYNJIsbIcxlSC7gnJwCA41KJEYI5oKurCxsbG1hdXUVjY2PWwyGE5BAKwYIgS7Ck5GDaUXaM6iOEkHxBGUZqkTiiBeOGqcGkFnGPjwEAR6KGIIVgpjiOg8HBQczOzuKrvuqrsh4OISSHUAgWEJ1ICyoJKeMIIYQQUi/kQQpSApJaRwjBcoRgtsMhAC5evIj29na8853vxPH590MIIQIKwRqBgo8QQgghxExWKcQUgaRecI+Pceq6OAUYIZgjBgcH8c/+2T/D3/pbfyvroRBCcgaFICGEEEIIqRtkQffyyy+n8jmE1AXHxzg67zT8W2trcF0X78x4SARoamrCyspK1sMghOQQCkFCCCGEEFKXyN19o0YOUgCSesc9Psax6wIA7j15kvFoCCGE+EEhSAghhBBC6h6T0JNFIaUfIWbc42McnkcIEkIIyT8UgoQQQgghhBigBCTEDjlCkBBCSP5h8ydCCCGEEEIIIZFwpRqChBBC8g+FICGEEEIIIYSQSFAIEkJIsaAQJIQQQgghhBASCffoiCnDhBBSICgECSGEEEIIIYREghGChBBSLCgECSGEEEIIIYREwj0+xhEjBAkhpDBQCBJCCCGEEEIIiQQjBAkhpFhQCBJCCCGEEEIIiYR7fMwagoQQUiAoBAkhhBBCCCGEhMZ1XeDkhBGChBBSICgECSGEEEIIIYSEp1RC682bmDs8zHokhBBCLKEQJIQQQgghhBASGqexEd3f9m344u5u1kMhhBBiCYUgIYQQQgghhBBCCCF1BIUgIYQQQgghhBBCCCF1BIUgIYQQQgghhBBCCCF1BIUgIYQQQgghhBBCCCF1BIUgIYQQQgghhBBCCCF1BIUgIYQQQgghhBBCCCF1hOO6btZjSAXHcXYAfCnrcXjQD2A160EYyPPYgHyPL09jW3Vd95v8XuQ4zgqA6RTGExd52sZxUWvrVLT1qbW5UrTtH4RaXbeirFeUuZKXdeQ4qsnLWGppHDyuFAeuW7ZYzRVCSDzUkxD8Y9d1X8p6HCbyPL48jw3I9/jyPLZaoRa3ca2tU62tT9Go5e1fq+tWq+slk5d15DiqyctYOI78UsvbhOtGCKknmDJMCCGEEEIIIYQQQkgdQSFICCGEEEIIIYQQQkgdUU9C8KNZD8CHPI8vz2MD8j2+PI+tVqjFbVxr61Rr61M0ann71+q61ep6yeRlHTmOavIyFo4jv9TyNuG6EULqhrqpIUgIIYQQQgghhBBCCKmvCEFCCCGEEEIIIYQQQuoeCkFCCCGEEEIIIYQQQuoICkFCCCGEEEIIIYQQQuoICkFCCCGEEEIIIYQQQuoICkFCCCGEEEIIIYQQQuoICkFCCCGEEEIIIYQQQuoICkFCCCGEEEIIIYQQQuqIuhGC7373u10Auf17/Phx5mMo4tjyPr6cjc2Kb/qmb8p6nEXexlyn2lgfK4oyVwq4/et+3Qq0Xlbo5kpe1pHjyO9YamwcVvC4kv0f1y3zPyv85kpB1rXQYy7aeIs4Zp/xxkLdCMH19fWsh+DJ6elp1kMwkuexAfkeX57HZmJ1dTXrIQSiiNvYj1pbp1pbH0FR5kqtbn+gdtet1tZLN1fyso4cRzV5GUs9joPHlezhuhUDv7lSxHUt2piLNl6geGNOY7x1IwQJIYQQQgghhBBCCCEUgoQQQgghhBBCCCGE1BUUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEUgoQQQgghhBBCCCGE1BEXsh4ACcadO3c8n79582ZKIyGEEEIIqX1effXV0O99/vnnYxwJIYQQQkh8UAjmGD/5F+Q9FIWEEEIIIf5EEYBhl7W9vY2dnR0AlIiEEEIISQcKwRwRRgCGXTYFISGEEELIU+IUgVEIOg4KREIIIYSEgUIwB9y5cwfb29vo6upK9TMFlIOkHnnllVeqHnvxxRczGAkhJA10c94W/jbUNnkRgWFRx09BSIrM7du3Q73v1q1bMY+EEEJqHwrBDEkyIjAIlIOkVgkqAIK8noKAkPwRRfqFXS5/C4rLq6++mvoN2TSgICRFIaz8C7IsikJCCDFDIZgReZGBKpSDpMgkJQPS/qzd3V2sr69XPU7xQIpCmPnht3/rlmmaK2mijovztBgUPSowCGJdKQZJHohTAkb5vDhEYVzrQmlJCMkKCsGUyasI1CHGur29jampqWwHQ4gHaYrALLFdTwoJkhZxzr1amcfyenAu5o96EoEq8rpTDpI0SVsC2mAa087ODra2tjIfCyUhISQNKARTpEgyUIVNSUgeeeWVV7C7u4uOjo6sh5IrTGKFcoJEpVakXVpQDuaLepaBKowaJGmQRxFYFORtRzlICEkKCsGUiCID5+fnQ793dHQ09Hu98FsfCkOSJJQS4WAjFRIGzrd4ENuRcy4bKAP1MGqQJAFFYLxQDhJCkoJCMAXCyEBVAoYteK0uJylBqBJWgFIkEj8oJ+KFkpCY4FxLBorB9ElCBi4sLJT/f2RkJPblZ4HYTp2dnRmPhBQVisDkoRwkhMQJhWDCBBVjssCLo+udvIzt7e2K5aclB4Og216UhERAQZEOlIT1DedZOlAMpkNUGSiLPxlZmpleI1MkaTg3N4ednR1GDBJrKAKzQWx3ikFCSFgoBBMkiAzc2trC7u4ugHhEoA6THMyjGJRh52MCUFJkDWuh1T6cY9nwyiuvcE4lRFgZqAo+v4g5v+d3dnZ8peHJyQn29vaqHs9SJDKdmNhAGZg9FIOEkLBQCCZEEBkoxJyfCJydnQ00hvHxceNz4rOKJAYBysF6haIiX6jfB2VG8anHOTY9PV3x78nJyYxGwmjBvCBLuzjTZm2Wtb+/j7a2Ns8xmUhDGrIJCdGRlgzUXQN5XefUK7dv36YUJIQEgkIwY4SMa21t1T6vHgB7e3utl62+V3fglCVkkcQg8FQObm9vY2pqKtvBkMSIW1SoEsCGLEVBEaDMKDa1KgNt5np3d7f169P4HWC0YHwEjQ4U4i1v9fNsxqNKwyQFIaMGCXB2jbG1tZXIck2omU5er61nWchoQUJIECgEE8A2OnB+fr58cNvf3694Tj7IBZGAMvL71tfXy8s0HSTFWIomBoGn25xRg7VFHKJCd5EvS4CwyxBQFj6FYrB41IoMjGOe+70+rYjCV155JfRxn5xRKzLQFnncanpyGnKQYrC+iDsqUBV7NqWTvF6jk4X1KAgZLUgIsYFCMGbCyECZICJQdwFkukCRlxVUDHZ0dHiOI08wpbh2iCoq5PkRVAyomN6/tbVFWaiBYjD/FFkEqnNubW0NQPR57oe8fHXuxz3XZ2ZmGPkekiAycGFhAScnJ+jp6UlwROlikoOMGiRxEKcMlK954qyf7nd9JYgqCYOWctKRtKhktCAhxA8KwQzwk4E6EaiTDv39/RX/Xl1dtYpgEMu3FYMbGxvlhieMGiRpEEVWxCkC/fBavp8s9ENIDj/yLB3F98hop3yRlAyMsr8HQZ53R0dHaG5uTuVzTWOQ53qc85Hpw8kiRJmpZIuMuEEahDycLwk5mJYYBBg1WMvEJQOTEoFeqJ/jlXJcKpWs06Gjjj+tSEZGCxJCTFAIxohNdKDppHJjYwNA9YWzfIGlCkAV3fNeEQy2YrC1tRVtbW2Fa0AioBisH8T+nrQItCHKGGwlh5d0zJMoZLRTbaLue3mYd1kg1jsJMUgpGIygqcKdnZ1VJVtk5HO2oFGEpvO9LM6fKAZJHshCBJrw+vyDgwOrGwVxj0OVlHHLwdu3b9ftcZoQYoZCMEVM3YRnZ2fR0NBQIQNtReCjR4/K/6+74BbvlaMHdWIwSI1BWQwCxZGDFIPFIGz0UlAZODMzY73sy5cvhxpT0gRJZc5aEFJs5IO463IW4eIiSuRikHmTpBgk8bKwsOBZL1Cc40RJJda9d2NjwygKHccp3xy2Jej5F8UgCUvU6EBxjRFEBIZJyS1yrUCTHIxznWZnZ3mDlhBSAYVgTNjWDtTJQABob28vPyYuJFQRKMs/wfDwsOfz4kffTwwKGSnEoNfBRz1gqSe3eReEFIO1h60MVCWgX9QtcDZndPIwr5IQqN4OSdc7s4W1BbMlrrqceZaAOvnX19cX2/Js5o4qBqPON8p0O2yjA9WOvCpxyEATXssMmv6uk4u2518UgyQIacrAKE0V5eAGQVEFoRyEEbcYZPowIUQmt0LQcZwfAPBBAM8D+GXXdT8oPfcNAH4KwGUAXwDwQdd10yleFBJd3UC5ZuDx8TEAvQyURZ8sAFXU5xYXF8vvDSIGbaIFBbqaHLq733mUhBSD+SOMsLBpKCALPRsJKGN6fZEkobptso4epOBIn6LU5QyDuj9HEYAq8rLW1tYCRf51d3dTCuYMv27C8/PzhWkwoo5TFYQ2512qGExaCgJnYpBSsDikJQO96qjbor5XFYRFlIOqGKQUJITETW6FIIB5AD8G4H0A2sSDjuP0A/gkgO8H8GsAfhTAJwC8I4MxArCPDpTRHfi8ZKBOBD548EC77GeeeabqPX5i0CtaMMjFlemAn2dJeOfOHUrBguIXsWQrAoN07DYtzxRJCORPFKbZLZUUmzxGBcr7a0tLCwB/CRgmbVidC/Jn2IrBOKUgMROkdmAUGeiXwpilcJDHLstBWzEoRwvKWStJwGjB+mB2djYVEWhCXmbc0YNpdxgW2zHOaEFKQUIIkGMh6LruJwHAcZyXAMi/et8O4DXXdf/D+fMfBrDqOM4N13XfSH2gFpi6CssHKhHl5CcDZQmoO8mbn5+veI0qB3ViUCcFxfjW19exsbGBtbW1SAcfm0jCLAUhpWBxaWtr0z4u5Jxfsx3B0NCQ72sAswDwEo5B6hUCQHNzM46OjozPxykY0+iWqoMRT+kxMzODjo6OwO/Liwz0SgN2XVe7bjZz3IulpSVPUS4+32a+iO0XVQpyzkTDK1XYTwbKF/+m3/rV1dXcpCuKdQkiBuVowa2trVSaPjBaMN9EiQ60EWY2MtBWvPnNNb/oQZnGxkacnp76fmYUiRk2erGrqyvWaEFKQUJIboWgB88BKB+hXNfdcxzn/vnjuRSCKqYDkCoDdSLQ74ROfl6Wg7IYFKnEtlLw+PgYOzs7sYaqewnCrMQgpWC2BE1pnJ6eRnd3t1acmWSgfIHvJwdMz4dJtw2aplwqldDQ0GB8PqlIRFn8pBE1SMGRX8LIwCjNO7ywjVJXP99GAD58+BBXrlypelx+rywHdWLQNpW4u7ubkYIZo4sO3NzcNL5enK/Z/IbrosazFoRhxeD+/j5rC5LQ2KQJz87OWovAgYEB688UBBWEMicnJ7hwIdlLZFP0os1vRNxSkBBS3ziu62Y9Bk8cx/kxAOOihqDjOD8HYMV13f9Zes3nAPys67q/oLz3QwA+BADDw8Nf8Qd/8AeJjNHr7tXW1hYAVLSv39jYqEjHWFtbqzhJXV1drbgIW1lZAQBcunSp4t9+iAOofLIrHhPjUk9gd3Z2AFRegJ2enqKxsRF7e3vlx5KssXNwcADA/kL04OCgYvtGJc6D69raWqz1rKIwNTXlmJ6T58rY2NhXvPzyy6mNSxA0im5tbQ1tbW3l/VOwvr4OAFVRQ+Jxr86SYRBzRiZq6ovrunAc49elZXd3N9YxCPb398v/H3ZfPjw8LKd26shbSnXe50oQZmZmfLe/iohYN0Xfyoh5JUg61VBld3cXh4eH5X/rLkBXV1eN7xcpvTp0Emh7exuAfi6IY6TX3BPzyW8umb6zWporcR0f5+bmfF+jOxcDzs6PHMfR7uui429cxwzdsULGNipJJcj52JMnTwA8PZ80IRqcBD0fi8rY2FjFv/NyDhXHOIp2XPGLzDOde4t543Verl4H6d4fZd6pcy3oNYvfTdmkCHqdJeZnkPUzfW95EotxzZW8/H4EoWhjLtp4geKN2Wu8XnMlCEWMENwFoJ7xdwGoOtNyXfejAD4KADdv3nSTaLN+584dzztgu7u7Fc+LA2xTUxOApxEN4sAnUnqFzHjw4EH5bu7rr79eXs7ExITnuB4/fly+CLp69SqAs4jBzc1NPPPMM+Xly5GCYhyrq6uYn5+viGJoamoqn0Cur69HTiH2QpyYiwsvm4jBOFNbtre3Y40UTGK/ixt5rrz00kuJzBU/VLHghYgOBKo7Mx4dHVVcyIs5JiJ+5Jsgus7cfqjbRhWPS0tLFSd1giBRQWFORuU5sLq6isXFxfK/o0gEsW23trbKoihMhJNXymoR5oggD3MlCCZBbiJIZKB4bRYnVuKz29vbK9atVCoBOIv8E3hFOB0fH+PixYva5+7fv1/+fxFF2NHRUTHH5bnQ0dGBtbU1LCwsGOdIc3NzeS75zSPdd7a+vl6YqFqbuRLH/PETbcDZhbZOMGxsbODixYtV3X1nZ2cDR3b74TenwkqI5eXlin97nZs1NzdjY2MDGxsbvudWbW1t5fMxsY2Tjhbc2dmpihTMy29skuPI43HFdKNERjen/NLNTZGB4vrIJhrQD/nzV1ZWKs6HbK5dokQI6kSq7fWS+I1YX1/H6uqq7/uE2Nva2gp0TWb63oqQOhx0ruRhLgWlaGMu2niB4o056fEWUQi+BuCviX84jtMO4Or544VAPRCKk061ZqAsA8WFiU4E3r17FwBw/fr18mPidY8fP8b9+/dx9epVjI6OltOI5RRiVQp6pRCL8QcNbw+DOKBnkUrM9OFiYooyVFMHxVwLenGzsLBQIRF1P9C6NEW1Hpkf7e3tFVIxqICTL2TlZidRxKA4UU2iQQJTh5MhbGdhP3GRlQjUpQQ3NDRoJSAQXV6I9y8sLJSXfeXKlfIcF/NangtyCrFpjnhFJZL4MdUO1DU7A+xkYJ46l6q/937nZiKaKGzTkTRSiJk+nC1hawf6RRWGkYFBmnfo9nl5mSsrK7Fdu3iNS12PoJJQbCPbsXZ1dcWSPsx6goTUJ7kVgo7jXMDZ+BoBNDqO0wrgBMCvAPjnjuN8B4BfB/AjAO7ksaGI6WTTC1kGCnQyUEhAGfWx69evl98jlnH16tXAUlB3sqh2IgaSFYOixiClIPFDjQ6MSwbq3qNGGJru4ARpZgAAjuOUo4O8ZGKQ+oVxi8G0mo+Q9JAjb71eA6QnA23qAtpEA8rHVBvE8VFephCDIlpwaGgotBQEojcZIfbdhU3phz09PRV1aL0u8uXnBgcHje/JUhDKv/c2YlDUFrSVggBSqS0ovte4S3yQ5DFFB5rmlkkGyq+Xa6qbWFxc9BX18mfYSjrTuINEMqqvtRWTcgBGWlKQEFJ/5FYIAvhhAP9Y+vd3A/gnrut++FwG/iSAjwH4AoC/ksH4rNClCwump6crTt4EcgMRVQYK6ed3ETE9PY27d++WowYnJiYqogVVKQhUpw8LKehFWmIwy2hBki9M0kKNDtRJtEePHmkvYtTIIhNq8wF5WTbRg2EwyUS/LqgqSYjBOKMFGSWYLTYRrEFkYJwNRryEujhG2YhA22PT7OxsVUMu+TPUaEEvKWiCUYLZ4nXDVhcdKM5vZBEokB9bXl5O/CapDaoYjEsKAulGC5LiMDs761u+R40O9JOBsgh8/Pix57LloAlZDpr2fS9J19LSUlGbNo40Zt1n24jBIFIQQGQpyChBQuqP3ApB13U/DODDhuf+K4AbaY4nLryKjcsHPvnELKgMlF8jpxN7SUFd92Hg7KRybW3N9+6cKgZrJVqQUYLFQr2Qk0WCTgaKC3u1kLmOubm5CnEYRA4C8dd/sO2CqqKKwTxJQRIfYdKFvaIDbWRgkC7eURFz8fLly9oagELohTkWye8xiUE5WtAkBQH/KEDOnWQxpQsD1YX4TanCs7OzWhGoQ7wuT2KwyFJwbm6ucLWeSDVeHYX9ZKAQgV7XIYuLi+XXTUxMlF9rIwZ143BdN9ba5H6fKcSgnxT0g92HCSFhyK0QLAJ37txJdPlyQXMvGSg3G3n22WcrnpucnKyIFhRSEEC5pqBASEEdthctQetehCGrFGKSHGFrndmiax4SRAbqXmcrBwG9IBTEcbEjy5cgYjBvUpBRgvnGJAPTFIHA07mnExFeIvDevXtWy7927Vr5/8fHx8sRg0GlIKME80GUtNMgMlAmDjEYpHaa1/KF5ExCCgJIXAqypmC6hKkfGHRfNb1HloE2IlCgiyQMKwajELahyMDAgJUUtE0djioFGSVISH1BIZgRpnQqtc6RHAKvXmwLESiEwqNHj8qPyWJQSEEZudGIXz3Bzs5OHB4eBrrgT1oMylLQtntmWBglWDx0tQPlC5aHDx9ai0AT4v1y5KAqBnWfraIThWL/FgSRhrKYALzFoLhQjJpCTLFRbPzSe72eV7t4J4mXCATMMlAWgX77+MzMTPn1QgyK5ZmkoEDMPRVGAeYLXbqwl5xQmZubq3rMdDwJKgbVz7SVkTbL7+/vt5aCavSkF52dnUwfJoFrBwL6mn6y3LORgSpqZKFODMZxTaJbL914bRsQ2UhBsTxbKUgIITZQCCaETUMRubvw2NgYTk9PAVTWDgT0DURef/31KkmgikFVCuqiBAW29QSDXtgk2ZFYnHxsbGykEtpP8svMzIxvV0iBV71AvwgiOXJIEEQM6tBdRF24cAHt7e0AwtUm9OqCqiOuaEGKj+Li10zEK1U4rzLQTwSq4k9+nUkMqsdKMTZ5zgeJEgwDI2nPsG0ookMnvHTHEFnICRGou+gXzwURgyptbW1Vn2mLrXi0lYKbm5vl8diSpBRklGCxMdUOVJFlXhgZqC5LpBKL4AqxzLiidoNGL9rUNVxZWTEuK816gowSJKR+oBBMkKiSyhQdKKcI6xDCQJWCACqkoBwlaJM6bNNkREfS9QVbW1sTTx9mlGBx0dUOVC/axIW/lwzTCQLTMr3SiYPi1dnYTw561TZTCTu/BXFFCVJ2RCfOFHy/6MC8yEBTVKA8p1XhL+aP+vi1a9eqxKBJCsYRJUiRnj/8hIXu8cXFRczNzXlGn/vJvqhddVUxaDrf8pOCm5ubgT6XjUbqlzDpwoC5UYdf8xD1pq7XOZZOCorHAf/oPdsoQFvEeKJEAQatJ0gIIX40ZD2AeiHsAdOEbQqhLA+DXnCYap6F7R6pphHHjU1UJiEqNjJQPC/+7t275xlNODY2Vr4ofPjwoXUXYxtGRkbKF1ymOSojhI3NvO3v76/q1hyUOLvLknxg01U4KfxkoE5ie8nAqamp8p9AfUye32IZ6nyXy3uMjIx4znGv7ecXmUnC49VQxAY1OtBPBIjndSnFcTI3N1fxp0OMXXe+JdcU9CLoOVVUmUmyJ0z9QCBcurD6Or9UYflcanR0tBwE4HeOpaYQq8/JclD8bWxsVKQwy39R8VuGbUdjm23b1dWV2DUXIaR2oBBMEa8Ow7b4RQfK2EhDkZosagkKTAcs27RME0lJQXEyQilYTNKKCDPVDgyaJitLgqBiMC45GEYK2hJWClJuFI+wAjeN6MAoacKqDFQl4BtvvFHxJ1DFoLos9fN0DA0NUYznBBtJtbGxEdvnxSEMTMgCUBYUJjloIwVNiM7dYc6poopYUlvYpgvbIItA9d9hpaB4Xv7r7u62FoCPHz82/nkRZTvEcT1pQ1hBTAgpFhSCBSRqV1JRk1AOnw9Cf39/pIudokrBpLtKk/Sx7TqqQ0QL2ixHiMG4owaDSEHAPkqQ1Bd5Frl+6Ye6WnA6GSiQBeCVK1fKf6oc1B1nvaIEAe8LUpJv8v67p4pAGfmxIFLQ63FAP7f8SCpKkPUDa4ug6cJ+v602JYP8pGBQZOmnCkXx5yUgvRgYGIjtGolRgoQQPygE64Ak0oaBaKmBSUtBQmyJ0kRDfr+tXJTlYBxRg7ZSMI1ab4TExcOHDwPXIlPnoPpvVQTKyI/JUtA2SpB102qXMCnAcaYNi3TlsCnLprqFthKUmRckTUz7eRx1wuOK4FVFoM1r46a3t5eijxASCxSCBePZZ5+1jgYCokUTeh3k4ribnmRNQZ7AkjQJKgUFcUUN5k1GMF2SJI0anSdQxZ04Bsoy0Avd8/K8jhJVTIpLEJEQZ9pwULHoVccwrShBUj/Uo5CSZaAfSZYQCErY74ppw4TUPhSCKTE+Pm7VFSpuHj16VNVpOE8kIQUZJUjiQNQH9KsTKIgSaaiKwSKT5/RTUlt41fLTzVnbjt8ihRiovKkWdI6rYpyiPHvm5+cLJ7mCSgXd66NGCWYJ04XzTdRzbrWhSBqEjdoLIgMBYHFxMdTnxA2viwghXlAI5pikwsxNqI1F/IhaS1CQVnHcOGAdwfpAyITJyclymr2tFIwSQSSkoK5zKiH1RtTmBGp0YNyMj48bj5lqin6WnZpJNMbGxnJzYW+LaDaSBZ2dnWwsQjA7Oxvb+f2VK1c8M3+CZgWFraEOBBf0us8q2u8JIaS2oRBMiNHRUWxvb1u/fmtrq+LfV69erfi3LN6Cpg0XgSRqYTBtuH64fPly7BJNrrcZRApGRdcFuUiov2WkdllaWkps2bbRfEktT44StGVkZKTwEb6ERGVnZyd3ZSxIbaA7rxePxX3MiIqf9POKcF9ZWbH6DNYRJITEAYVghgiBodb5Uw94169f177fTwrqnp+enjYuLyxxpkHF2VWLkDgJ0pCn3uuMBW1eRIpHPX3HcnMRgPM7D7z66qtZD8FIXqN/BgcHQ9URzJKi3yAj8SGE3/z8fMWfrkmUiTjmps0yxGuiRAd6CcOw5HWeE0KyhUIwI0wXU88880zFv+W0YTVKEDBLQfF40vUD46w/k2STEUKCElZ0R+1anFWaFyFhSDJKEIieNhw3Uec3yZbR0VFsbGwk/jlFEllFqCNIapfx8fEKgeYlzIT8k/9s8ZJ0toj3msa4uLiIxcVFTExMeMrAJGSfHwyUIISYoBCMwM2bNxNdvpw2rIvqe/bZZ8vpw+qfeD4qw8PDqdYzK4IUZB3BYmMj3K5duxZ6+TMzM6HfKwh6gbawsODbUXxpackqqmt1dZXSo46YnJz0TfNeW1szvhdITgp6Xew988wzuT5OEEKiwWYi6VLL3WTjkIECWQqqfzaf4ScDbdOFCSEkLigEU8ar07B8x0lOGxZRgtevX9dGLQkxqP6p+KULz8/PV0Uo2hBXcxFBnE1GWEewNglbp04nGGwFXpB9PKxQnJuby10dHFLf+EnkpKVgXLC2H/HC78ZnkMYiWTb0CAObWJFaJk4ZKBARgLo/r3HYRgbavs7rmpIQQmyhEEwR3Q+8OBGTI4JkKac2FwHCpTLq3vP48WPt8vNC1OgPhsfXJkFrl01NTRnTDv3EnTpvokQO+hFWBtqkVOZd1pBik6QUvHLlSqi04WvXrpWj5W/cuBHzqEgt0dPTk/UQMieuFMa4GoowOjD/bGxsBD7Pnp2dxcDAQEIjqiYJGRh2HDZzbGVlJfBczCL9mBBSW1AIJoxXp2E/sWGKEgTCScG4m4nIJBUlmNeUMKYN1z5C/k1PT8e6b6vMzc1FloF+6cKAnUhlujAJiywFxV+RkSMK/Rp4kdpkeXk56yEAiK9JyfLyMuUBSYWsz939avmlPRYbmCpM8sjE6CgmRkezHgZJGArBBBkNOIGmpqbKBw5dlKBOCtqIiiRlRpKflXcpSGqfa9euVfz5EbR+oEgri5ImbFM7MC22trbqqvtsvTA5OWmsI6i+TvwBlXLQ9Bcn165di6WGp0COLBTzf2ZmJtFIYVteeeWVrIdQ00QVZ3GlDWfdnCRIA5adnZ1YPpPRgbVBlPI/USR4XqICAfsmIkIGUtiTvDG7sIDZnDV3I/FDIZgBas0Hr/otIkpQTe29fv26rxgUj8uvFSSRLizSnvMmBZOqI8goQaLDVhZElYE2jUQEttGBhMSFLAdNfwCsxGDYtGGZGzdu5LaOYHd3d6o37kh6ZFVLMK6oQiDYze040oVJfaGe30cReUWUgYKgMpD1AwkhcUEhGJGgnYbVH3zdhboaJShLQRElKNCJQVkQJpkmrCNJKRgG1hEkeSQtGRg0AovpwiRNVDEYlGeeecY3gilMum9exSEpFsPDwwCiScEo77WJLozrRhCjA0kUxFwJS9AUYV134DgJIgOjpAoHkYjb29uMQCSEaKEQTAGvOoICcTKlXuTruv6qUhB4KgbVPx2698dJElIQyGfqMKME02d6ehrd3d3Wr3/06FEqUQu2qYRRZODCwkKgyEAgeBMWQnTYpg2HXTYQf3q7bj7ayj42IiEyYcXc8PBwOX04yjKCoBMcXvUDTY8HSRcGGB1YT3idj5ueS+oc3jYqUBWA4+Pj5X0/TjEYRgZS1BFCsoRCMGFMqRZyqLd6wS7XEhSoqcNRpV7S3YXjloKsJ0hqgagyELBrIAIEkytMFyZZk4a4tpF8qjB89OhRLmoG6mAdwXSJEsUkRwumkUYcV+1Bm3ThuKIDSbFobW01PmfK7Im7w3AQGQg8lYCygFP/HQdBlhfms5kuTAiJEwrBDLD98fdKHRbpw0HFoOn18/Pz2mhE4Ky+UZi0q/7+/nL34TjEYJTU4aTqCAKMEiwSDx8+rLhQunfvXmppslnIwCCShenC9cvk5CS2trasXptUlGBaeNUSFI/bRgfOzs5WHDcXFhYiNQgi+WF2dhaDg4Oer1HLtPid64hoQcBODIYRh6boQB1x3giKIzqQ6cL1h+4mv+11TRgZ6MX4+HjkKMEg74/aVZhRhYSQuKAQTAm/tOG+vr6KkzNT6rAstoJGC4rXJR0dqCJHC0YVg729vYGjBNOoI0gpmC1xdhZN8vPTkIECpgqTuCniPnXt2jXtDS1VCtrIwKQ7DIc5PjJKMHl0Yk58VyMjIxV/4jmv8x2dGJybm8Pm5mbFv+XX2SBkhC46MGi68JMnTxgdWEfcvn070eXPzs4aowN1+7jffh9EBiYRAehFHqMDbUpXmbh161bo9xJCigGFYAz4NRbRnVSNj49b/ajLd5t0EXyyFPQSg3HIwDBRggIRLQjEIwbzmDpMKZgtYv+Ki3v37pX/bPASBWEiPeR6gUFk4NLSUiHFDSFxcO3aNV9BL6Tfw4cPy3/y44I004WD1EUl6SMLClkGqpjkoGmZ8l9XV1fFv8OgykBTdGCcMDqwvvCrH2ibzRMlOhCwjwysRcKIREYUEkJMUAjmDK8oQYGa/ipSiAG9GIxDBkbtACaIQwxGSR1OGkrB7IkjPV1IQCHWbKWgF0GiA0X6ZtCowLibMoQh7mZChCTBjRs3qv7SgPOj2HjJQBVbMRgHXvJDJwK80oVtm4kwOrB+CZJ54yUQw0QHBiGIBJudnY31s71YWVlh7UBCSG6gEMwYr+YiAl2UoK4mnk4M2srA0dFRPHjwwHe8UaIEZVQxGIYgUYJdXV2J1hGUoRQMTtxpb0NDQwAq91c1RdBUP1CVgXFKQRvCpgiHqRsYN3FFOTENMl0oqaqJ61gn09fX5/sapg2nj5cAk6O7g8hAmaTFoFeqsBdeQuLSpUtWy2BnYSLwOidX04VN0YFpCTmVPGYdmWCkHyEkbigEU2J0dLSqhoPpR90vStBLCgJPxaD8FwfiQB3nhVLYxiN5jhIkyTE9PR1YOskXLH4XTKoMFESRbHNzc9bRgUIG2ogDmTzIQBkKpuJRxJRVm5tYUZDThdOoU1rE76BWkEtOqA1FZEkRRYDJ6cRxi0HdsW15eZnygKSKem6uE23iMXle5UEGZvX5ScP6gYQQPygEY8KvjqAtNlGCgL6eYBokdcAMGy2Y17t6jBJMjzApFLpoP5MM9HtfXISNDBTkRQZSapC4efjwoVHE9PT0VPxbF/lraixiwvTatOoJknygRgfGGQ2XlBi0YXV11SgKmS5MvJidnQ3cqE/XTESVgVmRhAxM6rokSrowbwwQQrygECwAXoIg7jRYm4iL4eFhPHr0KPaUqqBSMGiUYJppwwClYJr47TtqujCACmlgIwOTFG5RZGAe6gbqYJQgCcL09HQ51T8PhJV/6m+Nbh74zQ2mDSdH0HOA4eHhRH/LZDG4trYW+P2Li4vG6MCw2HQXBpguTJ6iaybiFR0oEDIwjJDzE4nDw8OYnZ2t+kzxmKgZGKcMTDrKkGKPEJIEFIIpo0sb1t310RV8TjpK0PYkEEgmfRgIHymYV/IawVjLyPUDg6QL2wq/pKIEo8jAOGRlnCmRcUQJUnDUD16/9zqZnyRROgurgkQnOP3KATDCNnnUqFIZ0zE7afk1MjKC7u7uWCMGKQ+IDbdv305s2XJ0oBqNF0UGqsvwep0sBuUxBP1cXdNGE3k594+SLkwIqR8oBFPEVrjpLu7DphEGxba5CFApBeOuKwjYScHe3l7rFBdBmlGCxB9b8RPXRZKaUhhE8JnE2+XLl0OLQhEdGJQ4ZaCYc3HXSasVsV8kgorUIN9Rkt+nV3SgTsYkUT/QdBybmZmpkoSzs7OJlu4IEy1G4mFwcLCcLpz2b5jcfCQJ4kgXJvWJSXLZRAIK4pCB6rJsXyv/2SA3Z5THq3s86LgGBgZSk4ZhbwywfiAh9QOFYMF55plnEhFcQaRgEmJQLvAdJ0Frn8QBU4fjQ42esRFYXhFGNqnCXu+LizzUDYxbCorvilIw/wSJSgva8MaPKNGB6oVOHPMyjTqBfX19nusdNkqQUbXBmZ2dRWdnp/Y5cW6TdmqsnEYchijNRIJkipD6w3QOrSvho4sOBOKRgQJZ0MXF48ePy5lbOpGo/tv02XmJEiSEED8oBGMkrsYiWSNOCINEYCQlBmtFJlAKJkdHRweAyn1F3f9EurBOGASVanlo3pFU3UDR9XtmZqb8FwUhNsJGO1Fw5IckfovFMuOMDlQbitgSd/kLmbDbrlaOf0VBXMDbRgfevXvX9y8KflJQLSNTZF599dWsh0Biwis6ME4ZKC8XiNacRI74Gx4eRnd3t9UYTZ8tHs9SCjJdmBBiy4WsB0DyyejoKObn5/HgwQO86U1vsn6fOAguLi5WXGCFiYDq7+/X1lLUMTs7G+iO+Pz8PO+E1yCyWDBFdQhhkGTH4DRIUkyKaMHV1dUKKRhGtnR3d2Nrayu2sREzSaULi9fFGR3oJwODRgd6YTvXk4gOHBoaMgr86elp4zxua2vD/v5+7OOpF8KWYhDpwqKZiOk4ImSfX21a8brr16+HGg/gvZ/4fb6M7fkUIbaYhJcaHSjLNZNoM/3mX7lyxXccw8PDWFxcrBBzExMTnu8xSbygyFJQ/kwxJi+CXrsEhenChBAbKAQLjk0U3/3797WPX7161fN9QgqurKwE7ugrH1hlORhUDPb393ueDANAe3s7dnZ2rJfZ1dWVyZ2zO3fu1EwUaVwkXT/QTyqElWqTk5O4d+9elUDQPRY3aXYVllP3ZTkYRgz6zWOSDX7pqVnKwCDRgX7Sz+vY4xUdGHddTUFfXx/rBCaMKRXYBq9jjq0MFK+Zm5sLLQZHRkZCy00deW408uqrr+L555/Pehh1hW1DkdnZWat0YV1HX4GIvlORz9PUG/Xz8/Pl5/3EoHrdYRMxGHekoioFAbP0GxgYwMrKSmyfTwghYWHKcA6IeoLmFekmZODExETFn3jOJAvlZV+6dAkPHjwIXcQ9qXTiqLC5SLGwrR/olS5sEx34+uuvV/zZ4iXJ4u6UmoVYE+nEYVKK29raAIQTu0wbToYg30VcMlDuoOqVJgx4120zHTPDpgsD3tGBQST/yMhI1XwfGhoybm+/WoJB5wzni5n5+fmKDsO66CaRLgzo98EgMlAwNjZWfn3YNGLb/SBK/cA8wNTh4iNHBwKVqcIq4rdydHRUey0jP/7w4UPrcym19p/pL27UdbX5DNYaJIRkDYVgDkjiYCBknywAZcKIQSBaZ0dVDAYh7lpKWTQXIfEjd6S2SReWUaWaLACnpqbKEUVeUtAmFTHIhWNREGIQgLUYZJORZAkjgmyiA+OQgaoI9JKBXhd8YaID81waIO4GLSQ44ndsdnYWg4ODAIDDw0Pta8PIQJmwUjDtpiZZQylYDDY2Njyzh9RrG1mOCblnEoEq4nWjo6Pl98Z9ozUudFLQJrU6Tlg/kBASBArBAmO6OJKjAv1QxaAXcUhBAIGlYFIdh4H0owTZXCQbZCmgEwQ6ESj+LT8vY4rSCyMg8hI1GxRVDPrB7qn5wEbKRhW3QgLaikDALlVYjX5aXl4GoI8OFHMxbBdvL8bHxz2PhbqL1TBRgiQb1H0wqgwURI0UzBNxpjKT/GIbtDA7O2sVHShHBYYhbNSgLQ8fPsTq6mqFeNT9+aGud9qRgKwfSAixhTUEC4JJGJgOqDYyUPd6IQVN9QXlZiMA8MwzzwT6HIEsBeO4WOvt7Q1cnDerWoIkHR4+fFhx8SYLA53MM+2HU1NTePToEV5//XU8++yzVc/LdQMvX75sFGMPHz7U1sCJu0ZUFqhS0Ct1U6RBsp5gtnjJ2aB1A01Cy08AynjJQEGYVOEkZKAfujltai7iV0uQ86WapCLI5HRhHXFFe4u6gkWms7MzUO3moLCeYPLY1g8EgmfVeEUHAuFloGkZOkHnV3PQS+p1d3fj4sWLxuf9ahvKTU4mJiZ8G4wk3VyEEEK8CCQEHcfpAfBeAOKsaB7Af3ZddyPugZFqbGpRiDThsExMTODx48e4f/++pxQEUBaDYaUgcLZOtlIwqYsidhzOhiANRcLWD7Th9ddf993/TFJwcnLSKrqnFi4AbRCdwWdmZnzruQWdz6+88gpefPHFqEOsSYJEUPrtr7YyUF1OEPmn4icDvVKFRZqn7rksZKAflHv5QBYWGxsb5e7CunThu3fvJlL64e7du4GajKSx7wQ5H+rs7MTCwkJiKc2vvvpqpMYwJDnUJiO66DcRHaimCieBbp+1+awoUYrq56hiUCcBdeKPzUUIIVljnTLsOM73AfgDAG8/f1/D+f//t/PnSIo8ePCg6kAWVQYKwqQQR00j9hM5SaUNixOaNFOHmTYcD2KfWF9fr3jc6+JETecN0jTESy7Iy718+bIxbdjrBLWoacMqNinErCeYLaboQBsZqEsDTkMGmqIndDWs8lA30NRcREdfXx/nQowsLCxUiSS1oQhgPq+Q98WkUnuDCsY06giq28eWJCPc6+FGWp4JkubqVw8vaqpwUOS6g6a/uD4H0J/fySnTfkEdcaUUR8l8YrowIfVJkBqCPwTgK1zX/Xuu6/4f538/COArAfxPyQzPjOM4vY7j/IrjOHuO40w7jvOBtMeQFNPT0xUnqjaiwE/eBUXUFrx//77nnSv5oBqlC3GWZCEFSbyoF9ryiZncXRioThcOGkWkSkTbiA2vC8AiFI2Xa8L5yQu1G7GOsPUESSVxRgcCZhkovvc4JKDAJk0Y0MtAdV7LjwPxpgqbBKNfHUEgWC1Bkh1zc3PGc5EkG0OlXUsw7jpmQrwmKQXZZCRbwqQL66IDgfRkYNp4SUEAFVJQNwfjbi7C9GNCSBCCCEEXgC52v/P8ubT5KQBHAIYAfBeAf+M4znMZjCMV5IOqGh3o10Tk7t27xj8/0ooWFKnDWUEpWHv4XcQFiQ4UeDUZqbUoQVUAqiLIRhCaojjVz7GFzUWi4xUdqJOBakRgHMhF2b1k4IMHD4wyUEdYGTg1NWVcpl/quxe6dQuzDUUdQVs4T+yRL86np6dTiQ4UpN2B3ibToqenJ/B5EKVg8QhSP1Bldna2IjLbRjLntSNwnJikYNZBD4SEZXNmBm/nzfu6IIgQ/AcAfs9xnP/oOM5Hzv8+CeB3Afz9REZnwHGcdgDfAeAfua6767ruywB+FcD3pDmOOFAPrH6oss1LBsrSb3JysupPfY0JkUZiIwXj6kScBbIUpBgsHn4yTXfBHyaKSPce247DcUQJDg0NJRphZJMSKj+uCkIVr4tQRgmmh64Wp/yc1+NxRQQClVGBfjLQC1XUJdlR2Iu4ogSZNpweqsDwqlOXtrTLC5ubm4Fen4YUJPlFRLiJuaV22AVqNzpQxksK+kUJAul3IibEi9//8R/HXxkexsWGILqIFBHfpiKO49x0XfeO67r/yXGc3wTw5wCIX/V5AH/ouu5pkoPUcB3Aieu6ssm6DeDPpzyOQMzPz/uG3qsXBI8ePfINuVdloCz4vNIZ5efEe0wFrm2ajajjC9qJ2KbBSNJFtcX3s729XZaC9XASk1eCNBQBqqWaKuTEvhMmOlBF13U4asdh4GzO+3XHS4qwkWDi9UtLS+VlyPO0o6PD2GgkaBdVNhd5im0kmFcXW1PdwDiiAnUizEZ8e9UNNKUKA9FloDx/gzwHwNhgK0jHYZIMuht88o0KnfxKM5U3aHMRmbm5uQppOTg46Nux1O/5np6ewEIQYOfhWiOsnFLThR8+fGh1Hv3lL3851OepvOlNb4plOWEZHR0tdyEOci6XdXMR1g8kKg9++7cBABcbGzMeCUkamy7Df+Q4zi8D+GHXdWdx1lgkazoAqFVTt6CkNDuO8yEAHwLSSUn1O3ienp5if3+/4rGGhgYcHx/j9PTMqba0tFTcre7o6EDj+URcWVnBpUuX0NzcXP63euBbWlrC0NCQb4dIlbe85S1YW1vD1tYWgMqLwKamJgBPD7IbG2dNpf1qXkxNTWFzcxPr6+vW9TE6OjqMz/X392NnZwfHx8cVj4tt19nZqS0cHgaxzgcHB3j8+HHoSKaDgwPt41mkhnpdLMtzZWxsLPHxeUk9laOjo4p/Nzc3o6OjA6VSCevr6+jq6oLruujq6sKFC2c/aT09PWhpacHAwEA5AndoaAjt7e0AztYxSqOaW7duYXV1tbw84OkcamtrKz82MDCAra2tik6ozzzzDDY2NrC5uVk1homJCWxtbeHJkye4ePGi8fPb29uxuroaKLrYj/X1dbS3t0fq6iguAHZ2dirG57ouent7sbi4aByzKWVVR9L7Z57mihe7u7vWr21ra6uaS+vr62hpaUF7eztc96zyh5CHJnG3urpq/Znd3d2hfjv7+vq0v+PLy8sYHBysmBvNzc1YWVnBW9/61sCfI/PWt74Va2tr2nl348YNrK+vo7W1Vfvea9euYWNjo3zcUOnu7sb6+nrFfJe3uaClpaX8HZ2enlZ9X0G+77T2yyhzxUtUe+FXNP/k5KTiXMtxHFy8eLG8PZuamlAqlQCczYvGxkYcHx9XnKf09fXh0qVLvmNRm14EjSi8evUqNjc30djYiAafKIzOzk44jlP+98jIiHZbtLW1lddPpbe3Fzs7O1X7lorjOFhYWLDaBjIXLlyIdM6kop5Dfe5zn8skajPsviqTp+OKjbgtlUpobW2t+A42NjbQ2NiIk5MTlEolrKysoKWlpfxbdvHiRWxsbFRcu1y6dMn42yhYXl5Gf39/5PP3jY2N8jWKF6bu9ILGiAJkcnISW1tbFcsZGxvDxsYGent7cfHiRayvr1etb0tLC05OToxjMl1TyJRKJc/vN0/XJSbimitxzNu0ydWYHQdwXbQ0NBi3c67Ga0nRxuw13riyYmyE4NsA/FMAdx3H+UkA/7vrupuxfHp4dgGooXZdACp+AV3X/SiAjwLAzZs33aRTifxOUnd3dytkAXD2JYsDZVNTEw4PD8sX5GLyCUm2ubmJ0dFRHB0dldN35eXJ6cF7e3uBxy8udqanp7G0tFRxx1o+gLS1teHx48dYXV31jRYUF1fizp9ftODu7i52d3eNO/jh4aH2xEI8ViqVqrZxFNra2rC9vY3d3d3QkYK6qNDt7W3cvHkz6vBiQ54rL730UuJzxaumnMza2lpZgAuOjo7KF057e3vo7OyE67rY3t5Ge3t7OSrp4sWLWFlZKe8PS0tL5X18bm7O9wTVj6amJvzxH/9xRZTg0tISlpaWypFEbW1tmJmZqbo4unjxIubm5rQXW+3t7djb2/Pcjzs6OrC0tBRb921RIxBAlaQIgxjf3t4eJicnUSqV0NDQgKOjIywuLlZFeDU3N2Nra8vzhoBM2mmhMmnPFROvvPKK1fYSkX7qPALOfk9lCStHBcpCQY30C9IER72B44eoG6i7aFleXsbly5fx5MmT8mMrKytYWFhAS0tLoM/RsbCwgIWFBW0k4PLyMpaXl41Rgm1tbfjSl76kPcZdvHgRCwsLFTJ8b2+vPD8Eh4eH5e/p6Oio4jvb39+3nh9AtnNEYDNXgo7z1Vdf9cy0WFhYqLrI3tjYqNiWx8fHaGhowOzsLAYHB7G5uYmdnZ2K7bu2tmYUwADwxS9+sfz/4vdsZmamHA0aRFCvra2V56G4waljZ2en6obK3t5e1XFkf3/f8+bK8fExlpeXfRsP7O3tYWNjI/C5T1tbG3Z2dmJrlqV+31nt20l+bprHldu3b1vd+Nva2qqaA6enp+V98OTkBIeHh1XpwsfHxxgeHsbp6Wk5OtB0HBDXBmJfVIMmguI1Z2X+7M/+zPP5OOTk5uYmNjc3K6IEd3d30dPTg66uLu0N0sPDw/KNbZXT01Or9Ts6OvL9fnXP5+GYYUPQuVKU9ZLJy5gbm5txeniI1oYGzzHlZbxBKNqYkx6vb1K467qvu677lwC8B8BXAbjvOM4/cBwn+tl3eO4CuOA4jhwedwvAaxmNJxRq/UBd/SARcaOrUSSnCssyMCpyfUHBe4aH8S0d7XjP8DDeMzxs3WxEYFtbMI/Fd9lwpHioEQT37t2LNV1YRl6e+AybBiNjY2ORGozEUUtQbhgi+JrjY3yN5uT90aNHnn+68YnPEAiBaYoQtV0fNk0IhiyXn52bw7X9/aqITFOKsFrzL8mO2F7HB12qsF/dwDfeeEP7Z0IsRzdfxWebmo8IvNZBnu+mVGzWEUwWNZNDjfADzs59vKLQhAy8fPlyxT4p/1sWhlmgy1h56/nfuy1vJAkhEubcp7OzM7F6gmwwkjxR0oUB4O2dnfjaCxfwnc+Zez2qMjBNxsfHPf96enrw5S9/ueIvKDqRLtcSBKq388DAgHHb9/b2+n4v29vb7DBMYqPhPML1ghSZTmoT6yqRruv+N9d13wXgbwD4IM4iBr83qYH5jGUPwCcB/K+O47Q7jvM1AP4igP8zi/HYYHtC5RXxIw4u9+/fT0wGCiYnJ/Ghr/5qvL+9Hbfm53H3Ix/BnZ//d2j5pV8qv2ZiYgITExO4f/++lRgM0nDES4ZkccFEKVhbxHWnJUqDEYFOCoqIQpsUjrDzwSSAvvjzP48v/vzPl6WgLPxkKaQKIp0YFMuWI0JNv3FsMBI/8r7xljt3cP0jH8HKxz6G5s9/Hu/2kYGiE3DSElDgVzfQhC4SSoi/K1euVP3Jz+vw+m3wk4Ji7LpjnM02DFrqg4RD/Q06Pj623sdlGWgiSmfqODClQzbt7GDjIx/Bn/7ET+AbW1rwjBRpayKKFATYZKTIqJGZqozSpeY+fvwY33r1Klo/8xm88tM/jbZf+iV8reZ3LUsZaIsqCcPIwdHRUeON3zwGQBCig0Kw9gnTNub3AfyPAGYB/Lt4hxOI/wFAG4BlAL8M4L93XTfXEYJ+DUVk5GYi8sWFKt68ZODrr7/u++dFY2MjGjY2UNrexr3TU9w7PcWra2to3a2sTREkWtBGCnodJONKkQxDkO+PZI9fJE9cTE1NaeeSGiWoG5OIQvFqvuAlBXVReDZ4NYwQc91ZX68SgSa8xKBpjEHqSJJKgkRIdnd3Y/D4GMu/+Zv41e1tvHwuetUYG1UGAsFSg6PgJQMFpuhAFSH6TMXcVTGoY2pqyrh8WylI8oFJZJkibbyaidjIQMHly5dTixLURTkC+nWcPjnBdKkE53w9bSLBwqZOJtl5mFGC2aCmuMrpwuLcvaGhAaW5OTw8PcWfrK2hRUkDLoIM1CHEIBC9AYquC3OWsKFIfvjqr/5qOI4T+5/agDQIjRSCvkxMTOTqOwuKTZfh/wHAW6S/AQAlAA8BfCrJwXnhuu46gL+U1efHjV+BSzn0XN1BVBkoywm/SCjxWrVbqqDU24OG3V18h+jsdv069js6gd3KGoVyF2IAnrUFRQcuU1fGKIiQ+qKdaJBoPHr0SCsv0ozUkLsOT05OYnp6Wtt1WO1WOjY2hrm5OW1HOl2HUhXRsdS2U69f99hvO5/rpd5ejBgK05sQ38HCwkJFx/DOzs6Kuqb9/f3a5hRBOg6z27A3Okn8TGMjbn3v9+IPpWhMNWU8bzIwSFdhPxkoc+XKFTx8+BBvvPEGbty4YfxsXc1A01yWMR3f1HkepMM2CYdJaA0ODmplmi5dOIgMVN8XteGNF8PDw1hcXKx6fHBwEMvLyxWP/UlnJ/7cd3wHJv/v/xsAyrV4bc6Zenp6MD8/H7ieoOg8vLCwkNpvCjFz+/btVD6n4cUX8e2vvIKGF1+Eripxkc/RVSno19VYRAmK333TnCUEODt//vjHPx77cj/wgQ+Efi8jBP2ZnZ2N/XuL8p0FxSZC8EcAvBnAnwL4/wB4O4Au13Wvu677HQmOrVDcuXMn0OvV+oHA0+g3U0SQLjrQJAOnpqas0iLFa3QRg78xM4OD9g6UrlxB6R1vx867341/8egR/qvhQCZSiHVjVfGLFEyjK3QYurq6mDZcYOKuHyiQ55HAVE9Qh1ekIGBXTxB4WhNQRTwu5I9JBgLA3td/Pfa+/utxFKHbsCm6kVGC0QkaHQgAy01NGPju78at7/1eHCgyUMaUIvzgwYNAfzaI18pRFyqmKLx79+5FkoECr0hBr3qCgHekoGl91O3qNQ9J/OjqBx4eHlq/P6gMtH392NiYZ2SiYGRkJFA0+ODgYNU6vzI5iZ6/83fgXr+OL+Lpeadtzbiw9QSTgFGCyWCzL+heI6LevrCzg71nn8XR93wP3GeewaFUwzZKZN1rr71m/ZcGcUjN4eFh7bYMW8ORkCRghGDt4xsh6LouixxkgJwurIsO1J08yjIwCOL1jx49qohyAs6koOh6Krh7925FB2IV22hBESkYBkZVkLAk1alpamqqSoCJSEEZ0WREjSySIwXlO84iSlCOuNMhywXdRaONfHj06BEewRwd5tUEBaiUMfK4r1y5UhXJaIoSFOPn/A6P7vt/fWzsrJGI8hqxXwgZKCPLvSAXP7ZS0GaZtqnCQDAZKL/HFCko5rRfpKCJJKLgiZmFhQVf+aQrO9Ld3Y3T01OjlPviF7+YeV1AL4aHhzE3N2dshKJGAH4RAKTt5PVbLNPT04ONjY3QkYKMEiwOfvUDgaeiV35OXLv8h9dee7qPnNeqDJoqrIq9IOcEOin4nEeDk7CI2oJ+UYJBGBgYwMrKSmzLIyQszrkIZIRg7ROmhiAJSFIRZfLBMawMlNFFOZk+0+9utm204OjoqOfFoy4yyqaOIO+uEYHcYTgN/OoJAt6dh3XY1BOUEVGA8p8fcr1AFdFgYmxszPgnv04dtzwuFVWosLlIPKjb0UsSqzJQjvTziuAz4dfB0WaZYVKFw+IXKehXUzBIlCDJHq/zA/U3OGodwKxrCYoGI2GjvlTC1hMUsMlIcVGzmmTk2t9eNw5tfhflKL/JycnyXxDk94n3Jhk96Bf5qGsukrc6goSYoBCsfSgEU8KrIYVNCojcWdgk4+KIfIpTCgL2DUd0UjBsBy6vkxZCksQ2dVhgkoK6aI2gUjAIJhmoikAvVDEoGBkZMdZIjdokKEj6bC1gs76644no8iy62Mp1A9WLlCgiMC68UoVNhIkOVN9/5cqVUI1G/MZG4iHOFNHj42NsbW1ZvTbP0YECr/MlGykYJHVY1BMMShKpw0wbtifJ+oGq3FIjSG1ThVURGBeyHIw7tTjMcZIdhkkhOBeBTBmufSgEM8Ar9F6+2FfThWXU6MA40yBtpeDk5CTu3r1rHS14//59rRj0qydoEiBBO6sSkgZB6wnqREJPT49v5+E4xKBYjq5unPh8PxGoYqqHKMY7NDTEuZswuihLWQYK1AYipgYf9+7d8/yLE7E82+jAxcXFyDJQRkhBU7Sgbn1NYx0fH7dOnybxMz8/7xnR1traWt737969G3t0YBaYOg4LKehF0Bs0YbNfGCWYX4JGkurShU34iTNZBiaJGjUYByJ1mJBaxCtCMI9dkUlwfGsIkmSwDb33I8kmCaKm4EsvvWR8naiR5ldXEKisLajWFTTVEzR147KpeZPnbsM3b97MeggkQbzqCdp0HgbOxJoQNmptPqC6k29Q/FKExRh0yFJEV1tN7Zzc3d2N7e1t41hmZmaqpArrCFYSNjpwenoaLS0tFY8NDQ1ZyUA/Oae+DtDvD7Z4fV6aEXh+dQVNNQW9ug4LRkZGtB3FSbKELSMSR3SgSBuOq9uw6bdRnC+Z6gmKJiNe50X9/f2YnZ31FYiinmBQRNdhkl909QPVa5aBgQG47ln/4OHh4XKE4MOHD0NFB6YlA2VUKZhEjUEbRGORvF6vkPQ4PDzE5OQkNjc3cXx8DNd1y/PswoULuHDhApqbm9HS0lLuEp8o55/tFSGYx67IJDiMECwAarqwesBMskkC4H83V04htokWBMwpxEGjBE0klTbsJTVItpj202vXrmUWkaYK+6CRgl7dh8NGC/pFBZpShNWIsMuXL5frp+kixfwiC8V3YiryT8Kh23bt7e0AqoWhSQaK71N8x37IrwsbNWgjH+OuHeiFV11BQF8XlOSbIBFweY0O9GvKIW4omyIFgdqrscy04WyxqYXnJbuykIEycUYL+slPv8ZsMqZ5Wmvzt97Z3t7GZz/7Wfzcz/0cfvzHfxx//a//dSwvL2NjYwPb29vY2dnBzs4O1tbWsLS0hMePH+PevXuYnp7G6uoqDg4OytIwbkqnpwBYQ7AeoBCMgTt37mQ9hMSwSR8GKkPww0pBU+qwKWKyv78/E9ETtLseqebFF1+MdXkmKe7VATRpTHMnbimoikFVEKqP60SgvHydyFMloCw/VBlkWu7IyEhF2jBJHlMjEXlf0slAAFWCzyZdWN4/gqQU+8lAr2VErUPphSmKL6mbcHER9+9rLSGi3+T6gcvLy9rXFlXy2tQT9KK/v986+o9pwwQIXxMvaxkoiEMK+kX4Bbl2GBgY0D7OGum1w/T0NP79v//3+Jf/8l/it3/7t1EqlfC1X/u1+NjHPoYrV67gTW96E65du1bxNzU1hdHRUfT29qKhoQHr6+uYmZnBw4cPsba2hpOTk1jHeHp8DIA1BOsBCsGMMQktm7pDSaULq4gLLpvPs60t6CcFdYSpmcY7afWLLnXv2WefTaQphwmTOIhTCgJPxaBOEKrP6zDJwCCRYrrxB60/SPTYpgv71Q6URay8L+hkoCzzRKdd9U+8x1RXTycVBbqIUy+ylHC2UYKmx0jyBBFMc3NzFfUDgdr8rfKqJxjHuVHYjsNJNBch3sTVUETeb1RprDs/+fKXv2wUZXmRgYK46wrawE7D9cfy8jJ++Zd/Gb/wC7+AR48e4au+6qvwd/7O38Hf/Jt/E1/3dV+He/fuoampCY4i4RoaGtDc3IyOjg709/djYmICV69exdDQEJqbm7G2toYHDx5gfn4eh4eHkcfplkpwzyMEKQRrHwrBhLG5eyqEmyoqbO4mpXWRZBspKLCJFvRKH7aNEgRg7GAa95207e1tRgemzOTkpLYTpFw/UlePyCtdKm2mpqa088YkBS9fvqyNWBFpvCKt1wudINThlyIsxmSLSWr61fsk6fHw4cOKVGGTDASeikDRZEP+k58XdfW8xKAaOag+biJrwRYkStBmriwsLLB+YELEJZqSSheOc7l+2RHsYkqCYiuJ5eg1dT8Leo6cFxkoEOMJG/kahKTmKAMh8snJyQn+y3/5L/jpn/5pTE9P4xu+4Rvwgz/4g/jGb/zG0DdXGhsb0d3djfHxcUxNTaGnpwdPnjzB9PQ05ubmcHBwEHq8p1K0IYVg7UMhmAJqgV4v8nwSF0YK+kUL6roIBYkSTDJdjOQT+aJbdzJputjOurOtlxRU6e3tNQoWOVowSD0aGfm9QaICbdNGdeMVpBmhWS+YmomI6MC1tTVjqjBgloGy/Lty5Ur5D4BWDopleUk827qEMnlP0SX5I+oFfdzpwnEuz6+OoGB4eDhSLUGKhfrDpqFIHKQZhReUvEnKIAS53iTRmJiYsO6YOzY2hr/7d/8u/uAP/gB/9Ed/hB/90R/Fu971LjQ3N1e9NizNzc0YGBjAlStX0NfXh/39fczMzGB+fh5HR0eBl1eS3tMYelSkKLDLcMpEOcHSNRRJG7n78LPPPmv1Hr9OxBMTE1Wdh0dHR/HgwQM888wz5cdMHYf9iKN7V5zRgewwnAxi31QvlmZmZnDt2rUKSRGlO2+UsemYnJzUdif160AMoNzJV+AVeaTKQ79agbrHxXhlROdkABXdk3XjHhkZqUjtE90y+/v7tZ2GiV26MGDfiEVNFdbJwIODA7zxxhvG/Ul+XO7GK+bUo0ePrDru+nHv3r1CycCgNUuXlpYq/r22tqY9xuuipIk/IupidnbWePPw7t27ZXFeTwwODhprJwJn0Zbr6+spjigar776Kp5//vmsh1F3PH782BjI4JUuDBRbvBEyOztr1V13c3MTy8vLuHDhAoaGhnD9+nXPDrpRu+s2Njair6+v3Al+fX0du7u7eN/73of9/X20tbVZLUfUDwQYIVgPMEIwA4peFDZopCBgl0Js6jxsgyn6K45tzc7CyZB04fu5uTljHcEsMKUOA0+loCnazitaUP4TkX+6P/W1MqaoQPlz5cZB6tjDnNizsUhyyL+Hut9GtSSDKgMBb7ksI6IGw0QLemHzvhs3buQuHT2oBLWdO7x4jo7phuylS5fK/59Vd+GxsTFPQUcISY++vr5cRzGS/OO6LpaWlrC8vIz29nZMTk6ivb09tc9vaGhAX18frly5gq6uLrz97W/HRz7yEXzhC19AqVTyfX+JQrCuoBAkoYhbCppSh3XNVdRIqyQLVAsZyNqB2aGrI3j58uWyCOjt7a2ItNHV6BJRgrIcyVvqqq6mIKBvzmBClX4mASgwNXWwEYGm5ZF0Md0MkaOeurq6KmoHApXRgWFloIycSgw8rS8oLz8ottGBUdLnbZatw+b3gymX+eP4+BhbW1ueabeMVNbX5iXERJDfX4q26PDYkm9OT08xOzuLra0t9PT0YHR0FI2N2STeXrhwAcPDw/iZn/kZjI6O4rd+67fwsz/7s777ECME6wsKQRKaMKlcfpGCflGCWdRYjFMGMl04WXT7pBqxMz09XY4STFsKekUJAk/nhy5SJIgY9EMVgaoMFGMJEpWkvlaOOgOCXTCQYNimCwP66EAgmgwUqFIQeCoGg+yzQVKFh4eHcePGDQAwRscGRX7vjRs3ystXsYkGlMteBOmEG5akI69rgdbW1qyHUAiilloh9UWQc2VGPFcyPDxcJWgGBga00qboWWa1jpCB+/v7GB4exsDAQKTagHGxtLSE7/7u78Z3fud3Ym9vDz/3cz+HX/3VX8WTJ0+0r5eF4IUcjJ8kC2sIkkgIwREkDVPUFFSZmJjA48ePqx5XawmaEPXI4oJdhZPnxRdftK6RtrW1VSU+VldXyydHS0tL5TRUESUoUmWB6lqCzz77bKAI17SYnJzEwcGBsQabEDiivqCMSVD4Nf5QXxNlHunGLWqZkGDYzg0ZNV14aGioKq1WFx0IRJOB8jLkuoICXbSgup9EkdwmaffGG2+EkoKm5QFnNxLUsYvfFz/ENtbVDyTEhjjE8vLycmTht7GxwXMkQgg55+TkBLOzszg+Psbo6Cg6OjqyHlIFjuPgLW95C65evYrf+73fw+c//3m88cYbeM973oMXXnihQlwyZbi+oBAsENevX89FYxEdQaUgAGOTEbnByOjoqLZboNoUor+/31hLqre3N3BjEdYNzBc6iSyabqjPqw08RC1BWTYIeSykYN4aF/T19WFpaamqWYeMKvV0gtDr9QIbEWgSp+qcN8l+ki66Jgm6FEkRxSmiA+PCJAWBp2JQNB5RiXsueom9oJgiinXNRGZnZ31vZKnzzdRQJI/HfJItNvvE4uKisVxELcLGIiQu1tbW8NxzzwV6D9N46xtZBo6NjeHixYtZD8lIS0sL3vve9+LWrVv4jd/4Dfzar/0a/uRP/gTvf//7y5l4FSnDWQ2UpAaFYIHJi8zw6qBqImiUoEzYbsO2JFU3kOnC0dFFCe7u7qKrqwuAOUpQIEcJ5l0Kigs+XRdfHUHrXgUVger2CdptnMRPUPmqpgvHHR0o4yUFgfjFX5LIxzddZKD6uO7CUFfblBDB3Nwcnn32WZyensayPK9zJL/mJaurqxgcHPR8DSO+CanmTW96k/E5XXBDEnR1dQUOgiDROD09xdzcXCFkoMzQ0BA++MEP4vbt2/j0pz+Nj370o/jKr/xKfN3XfR1rCNYZFIKEaGAaTHrYpg2bogTFhY9tlKCXFBTvTYowNQt1YhAI3s0UqE7JDCMC5cfz1pilHjHVDzTJQpEuLKIDp6amKmr+xYmfFIyDtbW1VGrz6eabTgYKvKIDl5aWKuYe04XzwRe/+MXcNxSx2dfFMVEXHShkYByyIOx5EhuWkDwzPT2Nl156Cfv7+7EvmzeFao9SqYS5uTkcHh4WSgYKHMfB2972Nrz5zW/Gb//2b+MP//AP8dprr+Gla9fgAjh1XQrBOoBCMCJ37tzJeghV6bNZfH6tkFTdQEYHxoeplmB/f39ZCuqiBG2lYFLzScyTsBF1skBQ5WDY5ajYiEDde/zWyS+aZHV1NfcX4kVkaGgIDx8+xOXLl3Es3e2VeeONNxK9SIkqBf2OLzdv3kR7e3vI0YXHJAPDRgea0oWDUMsNRV599dXYl3n37t1CptR6/YZ7yUCBlwxcXV3F+Pg4jo6OjK+JIzrQq8szKR7id77oN9PDljyZnZ31jA6MmzClkEj8uK6LxcVFHBwcYGRkJJNzkbhoa2vD+9//frzwwgv4jd/4Dfze7dto/IZvgPOHf4jGw8Osh0cShkKwgMjNM7JujBBVcuSJpOoGUgb6EyVKsLe3tyo9amlpqRzBFlQKAogtWlCWGXHOkbhrioURgeK1tjcEVCGiRkmRSsI2FNHVD8waNXXfD3WfChMNmxRyvUCTDPTqLBy0mQjnCBF4RQfKx0CTDPRrJGKqwywjZCCjA0kU4m4CGAfi3DJPtQNFp2GKv3yyurqK3d1d9Pf3o7OzM+vhxMLo6Ci+7/u+D5/+xCfw+cNDlP7CX0Db66/j8PAQLS0tWQ+PJASFYI6Zn5+vOukSjUVUsogSrCUZKCj63c16QY0SFA1G5ChBkxQE4CkFAVSJQYHXHNOJsbzPjbAiUOAlA227rpJsSDpdWIdNlKDYp/Ky76gNQ0zj0slAgdpZ2KaZSBLpaqT46PYVv6hAmzRhIQNtxEPU8yRGB9YOou63aERgw3PPPYfXXnstwVEFI6wIBJ7+7vtFB6ZVPzAst2/fxq1bt7IeRiJMTEwkIm1feOEFbGxsoLu7Gz09PbEvP0scx8HVgQF88T/9J2y89a1ofMtb8JM/+ZN4z3veg5s3b1Z0Iya1AYVgzlhcXMTw8DCeeeaZcgH4q1ev4v79+5iYmNC+J+lUR5U4op7S7ES6vr7ue5KbVHQg7+rZEyVKUKCmDgOVUWxCCo6NjVVJQeBpjT1VDAIozzETeZd/MlFFoIy83tPT054iZ2FhoVDNJGqJBw8eZPp7ZBMlGEUG6jr9xoHfWOQLDVUG6lKFg9QODBJBU8vpwgDw/PPPx542LG6wXr16FQDw1re+NbE6gjMzM3jrW98a+v0LCwuZy8CNjY1IMpDRgcVjfHwcs7Oz6O3tDfzeN73pTfjyl7+c2/Ng+TwySRkoYP3AbJidncXHP/7xWJf55MkTTE9P4+LFixgcHKxJQXZ6fIyGoyM8+W//De337qHrb/5NfOpTn8IXvvAFvPe97+W5fI1BIZgjbNPvxEmsfHKYhhSMK/1RHISvX79e9Zxfh+EkSaKrcC3VV8wTQvjpogSFFASedh0Wc2tkZMQYKXj58uWKaEHxOYIiCT8dcUrApAlaO40Un6AyUAjAwcHBsvRIM6rQSwQC1TJQTRUW5C1tjqTP3Nyc9nxIYEoVTlsGRkHIQEYH5hch/7q6unxfMzAwgJ6eHszNzVU8r8tsMpFV2nBUEQgEk4Gm6MDFxUVjoAfJL8fHx1hYWMD6+jquX79ekzIQAErndacPSyV0rq3h+7//+/Hqq6/iM5/5DH7xF38RN27cwHve856MR0nigkKwwKgH06Sk4OrqavmgH1WKeMlAgbhbnxZJRAeybmA4bKMEBVtbW2hrayv/W0hBABWpwyYpKGoKAk+jA+V/yyeORbtwD5LuHAZVdsvbSo7Wmpubw5ve9CacnJyUH5PliKlulc32rvWoKC9UIZ53vKIDg8hAtYZfa2ur5wVsnKhpRyYRCEArA22jA7e2tnJZC5Jkh7zv2IpAIF4ZGLVuIGVg7bK4uGiMAtfVwBNpw2lKwThEIBA8MhBgdGCt4LouFhYWUCqV8IlPfAJf8zVfk/WQEuP0XAgelUq44DhwHAc3b97Es88+i89//vN4+eWX8a//9b/GN3/zN+P09BSNjY0Zj5hEgUIw54i7bWrasKmWYFxNEeSL/ZdeeinyBZd8IDbJQF10oO7OmtpAIg7ijA6kDEwHIfz29/fR3NxcftxUT9BLCqopxEClnFDlYJzrECdJS0CBqX6ovM1UuaNGucjrzg7D9YGufqCtDPRq5uFHnPWDdBJQEFQGxjX/61mMFwGvdGE1wkpF/d2MIyoQoAwk8SHqCOoQacM60pCC6nlb2iIwydqBXp2Gu7q62IwkAVZWVsodhW2aMBWZkiQEG6UoyKamJrzrXe/CCy+8gN/5nd/ByckJHj58iJ6eHly6dIlisKBQCOYYuY6gDl3qsCBIU4SkmiHYSECBOJnQRQfqLsDU9Qj7wxx3dCBlYHSCRAkGqSdoKwUBVIhBkUocNzrJGOWkOK7OyH7oZKBXdKBM3lOVax31AiGtkgam6EAbGagT9CZM4s9L4sWBLG38ZKDANNe3trYwOTmJ3d3dmEdJbBElJOJalh+m8yOxX4l9xUsG2opAgDKwHrl16xZu374d6r1qHUHx7/7+/vL/A5VRguo+Y5JTSUjBJCQgEEwEAk9loC46MInABpIs29vb2NzcRE9PT810FPZCRAgeum6FEBR0dHTgW7/1W/F93/d9+KEf+iGsra1hY2MDvb29uHTpEhoaGtIeMokAhWAOkGueeWFqLuJ1IFXFnioITa8Lik7K+ElAgUkGBr2zptsGNg1F4ooOpAyMjzCpw171BE1SEECFFARgFINiuXGhCg5ZEA4NDaG1tTXwMrOUgabowCtXrlTUBPRLF2b9wGRQbzCJiNi0UKMD/WSgbUTgxsZGRfpt0vJPxiQCAbMMXFtb85SBQWF0YHAODg6wsLCgFVWisUichI0OBPxloG16MBBMBDqOU0gR+Oqrr+L5559P/XNrie3t7cBZQWqUoFxLUEQJ2khBINyN0bglYH9/f3m+xCkCZWzrBw4MDDDaL2OOjo6wtLSEtrY2q+v1PNLQ0BCo3uGf7+nBXxocLEcIer13bGwMBwcHWF1dxerqalkMdnd3504MJtV1uuhQCGaMGuEkRMXw8HD5MbVI7+PHjytShwGU04f9DqRxNUaIIgAFXlGB4oCqXtwtLi7GJj3ijA6kDMyOvr4+rK2thZaCcvF/kxgEquWgLbYSUf6snZ2dUCfHaTQV8pKBcsdmr+hAv3ThotVrLDI3btzAG2+8kViNo4cPHwaSgbYiUJzQ9fX1pSYB1fRN3TaThXcQGWh6D4mXpqYmdHd34/DwsPzY5uZmqBswfkSNDrSVgUlEBV66dMl3mSpyF2FGBRYTOeJPZX19vaLb8M7ODrq6uoxRgjI2UhBAhRgUyL+JXqVbojYIkcfa1NSEnp6eQMuRgxi8jqeMDiwWpVIJCwsLaGhowMjISGGbiJRKpUDdlvdefhm7n/lMWQj+0i/9knbdP/CBDwAAWltbMT4+jv39fayurmJlZQUbGxvo6enJlRicnZ3Fv/23/xYXL16MdbliOxQVCsGUUUPv/VCjOkSUoCwFgafpw1HusHkRhwAEKusEmpqHeMlAHfJJqMz6+rrveOKIDqQMTIYwqcNRpKBIIQaqxSAQvoOpVxSWSRYODg6is7OzHDVoM5+Taipk6i6uk4ECse2uXLmChYWFcrSBTTMRWxgZFQ3xfYnv9+HDh7FKQXFBKMtA26hAGxEInB0jmpqacHye2uKFqVNrELy2j5cIBLybiABPU4WDwDlgz+rqqlZ2XL9+veq7EVGCUSLCxb4cJjpQ3ld1MjBMVKDNa+UU4f39fc/XqjA9uLZR5874+DhWVlYqXqP+FqvBDH5SENBLvddee833NUHQCcCwqJlMfsdQMZ/V6MDFxUVGAOaUtbU1HB4eYnR0FBcu1I82cU9PAZylDAMATk8Bi/Vva2vDxMQEnjx5grW1NaysrGBtba2magy6roujoyMcHx/j5OQEp6enePe73421tTVcuHABTU1NaG1tzY0EtaF+9uyCIx9YvaQggAoxCEQPvx8aGqpYvi26IsNeHYRNIhB4ehA1iQ7TOpoOsHFEB1IEJk/aUhCArxgMipfcUGWhegGqdkC2iQCOSwqaRCBgloFqqrCgr68P7vlJhVd0YBgpUq+I/div0/CVK1ewvr5evhs6OztbThcW/xVRgnERVAaGEYFe6ORfUhGQtiLQa79mmnwyiOgEr6gnL8LWErSVgbpzKrluoJcMTCIqEAh+k5QisDjY1hEU80WXNqxGCa6srGBgYMAYJRhGCqrkSQACwSUgUBnQYJsqLFhZWaEszIi9vT1sbGygu7sbHR0dWQ8nXU5PUXJdHJdKAM4EoRNAiF68eBEXL17E/v4+1tfXsba2hvX1dVy6dAk9PT2Fk6vHx8fY3d3F3t4eDg4OUDrfLgIhBGVaW1vR2dmJrq6u3IvQYn0bdcTi4mI5bVhECdpIQaDyJFOVg7bIy2htbfW96DR1GPMSgAL54BpUBq6uroaO8osSHUgZmB5xNBmxkYIAjGIQMDdGCCsKgepOxuJC8s1vfrP2dTZiUJaCAls5qDaZ0JUY8JOBc3Nz5e22sLBQ/uw4owOJHrFf9/X1AUB5/xaoEecixVuVgmHlmTxHhAyU9ylV+NmkB9uKQJt03jiQ92OBaT4GkYGMDoyX0dFRzzrEah1B0VhKIKIEg0rBKDJQ3heiyEBbEQiEbxzC9OD6QxXrPT09VZk7IkrQVgqK5caFTvyHFYCm3w/bY4u6bUwiMIkU4u3t7UDb9datW7GPoeicnJxgcXERzc3NGBgYyHo4qeOenuLUdXEqIgQVAWZLW1sbxsbGcHh4iPX1dWxsbGBzcxOdnZ24dOlSIuU64uL09BS7u7vY3t4uR803Nzejs7MTra2taG5uRlNTExobG/Fd3/Vd+NjHPobT01McHh7i4OAAe3t7WFlZwerqKrq6utDb24umpqaM10oPhWAOECd/omuR3PBAoOs4LEtBQH+wCZPW60cU+QdUH2S9LvL8ZKAJr2YiUaMDKQPzjSlySicFAVQ08jCJQUB/EihHEAZBJxFlIbK+vl5Ox5EvRoW88SsNIIs8VQ76YaozKotWLxkokAWNuHj0iw60hTLEH68O3HKUoODRo0dlKRgkfVgV5WmLwK2trfK+YztmndSzxUbcyXeJk5CBpJqRkREsLCxYdX9U6wgODg5qU7qDSEE/EQj4RwZ2dnZqZWBQEWjz2rBRgXkXgWwoEh+m5iJylKCQhHKUoK0UBFAhBsXyghCHANSJP1FDM2j0n4xNJKB4bxgpalMWiYTDdV0sLS2hVCphfHy8UKmfsVEqnQnB83+KFOKwtLS0YGRkBH19fdjY2MD29ja2t7fR2tqKS5cuoaOjIxfbuVQqYW9vDzs7O9jb24PrumhqakJvby+6urrQ3NxsfG9DQwMaGhrQ1NSEjo4O9Pf34/DwEJubm+X17e3tRW9vb+5qUVIIRuTmzZu4c+dOIsuWowSBp1JQPqgKCecnBqOwsbFRJd/Cyj+BX8qXfID1koGTk5NV9aOSrB1IGZgNQbsO20pB+bVyNJWXGJQJE4Wkk4iqIBwcHER3d3dF1KC4IJWjBW1qhsbZQVxXL1CVgaJuIKBvJOIl8ilGkqG/vx/379/HyMhIxc0lNXX40aNHaG1txdTUVKAUYlkCph0RePXqVWNNXpP4S2o/sxWBQDQZSCEeDlMdQYEaJQg8FXw2nYejyEDgrLSC+P+wMjCpqMC8i0BiR9C0YdvH1dRhGykIVMo7VQ7aEET+BYn4a2xsLDcVsYngC3LdJS8vanQkU4mTYWtrC3t7exgYGEBLS0vWw8kE9/QUJ3KEYEQhKGhubsbQ0BD6+/uxvb2Nzc1NLC4uorGxEV1dXejq6kp9m7uuiydPnmBnZwe7u7solUpobGxEd3d3eTxhBV5LSwuGhobQ29tbrqe4u7uL4eHhXO1bFIIpoLvLptbhUNFFCQKVkYJ+YlAQ5ECli/7r7+8PnPqrjtkG9aBrSnOUZaAJr+hAysBiElQKAqiqJwj4S0EAnmJQEPaiyBRpKJAvSGX5ZxKD4nlBXLJDJwIBc1SgnCYMoCJVWPwGibkbJTqQ+LO2tlaRNiz2VTlFUtRwEjKwubkZly9frhKDfgSRgLrnBUFFoEnGqxIwacmsRpbZfB5lYHp41RFsaWnBwsICxsfHy43ZdFIQ8JZ9ftjWDBTZC0FkYBgRCISTgRSB9YdXlKB4XMwtPykIPD3X0e1/UWv7yQSRfzrh19HRgd3d3fK/va6jFhcXA6f92oo8tXELSZ6joyOsrKzg4sWLobqt1wynpygBZSEYNUJQRUj3S5cu4cmTJ9jc3MTGxgY2NjbQ0tKCr/qqr8LOzo5V1H8YXNfF/v4+dnd3sbOzg9PTUzQ0NKCjowNdXV1oa2uLNYqvqakJo6Oj2N3dxdLSEmZmZjA8PJzY+gWFQjBhdHVsdCemfX19mJ+fLwsK4KkUlKMEAX1NQYFO3N2/fz/QmNVlNDc34+joqOIx3cHWVvzJ2EpAgZ8MTCpVmDIwH8TRZAQwS0EAnmJQJkgaroxfpOHDhw/R09ODjY0NbYdjWf55RQ0CwYSDml5qEjvy4zYycHJysqL4rkkG2o6VQqQSdf+WU4Xl/xdRGsDTY4gqBUVNQYFXh2yBV5MQr9cI4hCBaUlAU6fgIJ/HNOHwPP/883j11VetX2+qIyjOwUR2wdbWFjo6OnylYBhsZGBLSwsWFxcxNjaGS5cuBRKBfq8TRIkKpAisT/yiBPf29srHHhspCKAiWlAQpZ43YCf/xOfrxJ0s+8TzjY2NFbW+vIRf0lF6jAJMD5Eq7DgOhoaGcpfWmSZJRQiqOI6D9vZ2tLe34+TkBDs7O9je3sb73vc+/MRP/ARGRkZw7do1XL9+HaOjo5HSig8ODnD9+nVsbGxgYWEBp6en5c/v7OxEe3t74mnLHR0daG1txfz8PBYWFnB0dJSLFGIKwQKgpg4DTy+c5LqCpoOqbXqvF1EFoOlgatvswCYqMKlUYcrA4uInBYGn8sJGDMqE6eKrizQEKi+4rly5ggsXLmBjY6MitViVg35Rg+I1QfCTO7pagV4yUGZ1ddVYh4tyJBxedQLl16yurpY75IkoQZ0UBCr3GS+RJ6MKQL/3hukYbBKB7e3tAILvQya550eUfTWqDKQM98cvokC+CTQ2NlZVviEuKRi2k7CfDAwrAgH785+dnR2cnJzgwoULlIE1iG3asEAXJTg+Pl51LuMlBYeHh/H48eOKaEEAVXIQ0O+nXg2CADv5NzExob0W0aXwuq7rmcWVBl7RgV7XO1HrpNczm5ub2N/fx9DQUG6bP6TGeQ3BExEhGLKpSBAuXLiAnp4e9PT04G//7b+NT33qU/jyl7+Ml19+GZ/97GfLUXajo6Po6+tDX18furu70draWm5OUiqVyh2Bd3Z2sLq6Wo7iXVhYwAc+8AE8efIkVQmoW8+JiQksLS1hbW0Np6enGBgYyFQKUghmiJo2LC7udFGCOikIVIpBm4OqDepyLl26lKr8E8gnvn4XUOLgGHd0IGVg/ghbT1AnBQF9tKB4H1ApBgG9HLTFFGkon1jrmpjIdQe9xKBYH4Gt0FHxqvXmFxUIPJWBYhvKqTcyQVOF60mIhEmRF6jdhoGz70REZ+ikIIAKMQjYC2W//UwXZWLbMdgvIrCvr69i3qrEEdUXB5SBySMai6jo0obl/z85OalIp48iBWXBaBMVCJz9pi8vL6OtrS229GAgeFSgXCdQ1E4i9Y2YJzop2NPTg9XV1YrrGJ0UBFAlBgV+JVS8Xgfo5Z+X+CtKtJ2QgV7jDfucCjsMn3F0dITV1VW0t7fztw9PuwyXEo4QNLG2toZ3vvOdeOc734n9/X08ePAAjx8/xuzsLP7wD/8QpwHG09raiqGhIbzrXe/C3/gbfwP/8B/+w/LN5KwQUagNDQ3Y3NxEqVTKNCqVQjAl1IOpV2FrVUzIUhCApxgU6AShLeqyGhsbjRNPd9ANEzklUBsO2Fw87e3tAfCXgUEFKWVgfklSCgLQikGgWg6qhJGF6nx59OgRurq6sL29XSUH1YYkY2Nj1lGBpug82+guVQQC5qhAeZutrq6W69PJMHUyPkz7tagl2NfXh729PaMUBFAlBoHwQjmoABQEEYFiv3HFyapEmLp+ScH9PFt0acPyOVZTUxOam5uxv79fJQUB4O7du+X3meSgLspQxRQVuLy8XI4KFE0MVJIWgUB1ejCjjGqbIFGCXtcrQHVwgyoF5ccWFxfLkVdyKrFMW1tb1WNenXzV54KIP1MUXktLS7kLeRjEeofBTwayu3D8uK6LxcVFOI6DwcHBzNM3c8G5EDxJqIZgENra2vDcc8/hueeeA3AWBbi9vY21tTXs7Ozg4OAA+/v7cBwHDQ0NuHDhAjo7O9HZ2Ymenh50dXWVv9NHjx7l5vt1HAcDAwNobGzE2tpapvsfhWAKmOrY6DClgMnNDbzEoCBMPT8bgtb8M2HqNBrkokkcFPv6+rQnEDJRa5SQ/JGEFASgjRaUl+GFX/qmDlUiTk1NwXEc9Pb2VtQpHBkZMUYNAtWRgzJqFKGMl/TRpQYDleLGTwYCqEq9CSNJGCGlx3TMUB+XG+fIUhBAhRgEKktRhCHI8UeN6LIVgTqCdPlNGjn6NepYuO8HwyttWBcl2NjYWBYAshQEKsWgKv5kdBIQqNy/5VqBQHV6cElJyQorAoHgUYFMDSZ+mFKHZ2dnPaUggIpoQeBpxKCM1zWNSQj6yT+/phym94qU+TDI661iEoXq6/3mfBK10uuZjY0NHBwcYHh4mKnC55RrCIoHMhSCKg0NDbh06VJNNH1xHAd9fX0olUrY2NhAY2OjZ9ZLUlAIxsDNmzdx586dwO8TB0z1YlmXOiwIKgajsri4WNFtK0rar0rYiyT57tj4+Dj29/eNrw3bVZjRgcXgxRdfxO///u9bv95PCgLVtQUBWP84B92ndRGHsiCU51sQOQjouxX7obvgtRWBgF4GXr58uaopkfpaEh2vKEFxjFGlIIAqMQgkd0MJqBaAgF3HYNP+sre3V47kyHqfilMCCigDK/FrLKJLGxY3ZUUEnjj36u/vx/j4ONbW1sr1BLe2tqrmA2AWfiZUESgQUYFiHDrSqhMoqBUZ+Pzzz2c9hEIRJkowqBQEUCUG5edkvKIQ/eaBl/hLO03Y6/OirCNgFx3IdOFgHB0dYW1trVxTjpxzHiGYVJdhUkl/fz9KpRLW19fLHZjThEIwRXQHUuDsB179EZKjO7zEIGDudhpEFPrV/bMRInFE/ZlQD4I2BzzKwPrg8uXLgVIobKSgWC4AYypxHKhzQ8ia9vZ27O3taeWgruagKlR0gtAWnZzRiUDAOyrQlKK8tbUV+DehXqWIbRSsX5Tg3t5euamILAWHhoa0YhCILgl04k9gEoBA8GjAlpaWzESgrgZmnGOp1/0+KUQtQYGIBO/p6cH8/HzFTRQRLQjYzwV1n9eJwOXlZeP5y87ODo6PjxONCBSfA9SOCCTp4CcFgafCy08MAtXRclHTfItQHzDKGJOqlV7PyKnC9d5VWMVVhCBSaCpSz4h04dPTU6ysrKQeqUohmBKmtGGv2hziws2UvigwNSowST7bZfihE4BxXQzpBI/tgTRszUBSP8gNQwBYiUFAX29PEIcsFOMqlUro7++vkjxDQ0PamoMyOkEYBpMEBOyiAnVQBiaHOF6o+7KoWSbqCcqvlbtoqxGnXkLPFtv9UI2SDZIWrIs+DUvQJjdJikjTHCL+iChB+Uareg4mzr1EUwS5I+rx8XFZ5sli0AZTNKBJBMrnUYODg2hubvb9jKgiEKAMJGcE7TjsV0/QFC0onhN4pdXajCEoQevuedVOV0mjG7GfDBQUQYrmCTlVOGyKeM1yeopTgBGCKeI4TkVH9ii1SIOSu73fcZwfAPBBAM8D+GXXdT+oPP8NAH4KwGUAXwDwQdd1gxfuihnbtGHTnbX5+XltLrwsBQF76RClsYeJMA0//PA6SIc5sEWVgYwOLCZhO7LaRgsKvC7SvWShDX41C03djtVoYdPFq+kC0PR63W+InwgE4pWBJDi6fbm3txcLCwtVUhDQ71dxCGUTuqY8NvtFXPUB/aRfHvbRF1980Rj5T/zThr2QowSFvNjZ2UF3d3eFFBwcHMTc3FyF4NNlXehuvKrNQvxEoHjeT26HFYFA7UcFMl04PcQ8MclrWQoCemGWhLiK83ri4OAAra2tVq/VCdI4JaGNDAwTHVjv6cKHh4dYW1tDR0cHU4U1VEUIUgimQkNDA0ZHRzEzM4MPfOAD5capSZM7IQhgHsCPAXgfgIpOEY7j9AP4JIDvB/BrAH4UwCcAvCPlMYbCr7mI7o4aUHnhJp9EJl10UnyW3G0rzMVS3NJPh3wwpAysT9KSgiaiRvTIQrG5uRlHR0eBuh3rogdlvASD1/v8ordsogJ177OB0YHB9muvfVmNilXFoHhOJ+xsu2d7deBWx2FDHBIw6bTeuOE+Hx9qcxFxDqZKwaWlpXImhpzeKFJ2BgcHAehrrKoNQsT/+0lA8dk2UASSJAkaJQic7bszMzNGaSbPI/kaIC5RZrquyCJCTv1MdZ2BcOut1ksPOg5iRqQKNzQ0sKuwiVLprKnIuRD8xZ/7Ofytn/iJjAdVHzQ1NWF0dBQbGxsVx/8kyZ0QdF33kwDgOM5LANRft28H8Jrruv/h/DUfBrDqOM4N13XfSHWgEdBFCfb09GBtbc0oBYHqCzddym4YSejX+OP4+Ng6lz3tg/T29jZOT0/R2NgYKUWYMrA2iCIFAbsU4qSQhdrR0REWFxeNNwBMtQdldN2LbbCN4PITgcBTGSPkUxAoRsLhJ7jF80K2yd+N7ns2SULTZ0dFloBhl6lKwDwLQBnu8/Ghay4C6G/M9vT0YHl5uaI8iyw0hOzTnQfJIjCuJiEAqi4CwopAoPZlIKMDs6Gnp6f8W6urjw5UpwkHEWV+ab55FWBRBWFQEbi9vR14W9R7dOD6+joODw8xMjLCVGEDIkLw5FwI7j95kvGI6ou2tjZ85CMfwb/4F/8ilYyRos2C5wCUb2O5rrvnOM7988erhKDjOB8C8CHgLNUj6Q3a1dXlWVsDADo6OrC1tYWNjY2KO2vHx8fo6+vDxsYGNjc3AQDt7e3G5ZhODtWLKRtaWlqMF+zHx8eedTTUUNaGhgZtZxyvTsBBOTg4qPh3S0sLWltbIxXUTWrfCPN9JIWXEJLnytjYWKHS1dRt3NvbGzp9t6+vD2tra+WT3La2Np93JMPp6WlVepp6QimaRADAxMRE1TKC1swRtLe3V52sls6LCYtu48DT9DlTmpuY8319feUI4yBkuQ/mba4E3afl/bitrQ2np6cV35MQBOvr6xXfqe6YEyTy1RWpJQFQjyEtLS0V+59fGqW8bvJxRj6myeuYVy5fvlyxL+Xp2OFFlLkSZR07Ozt9Gye1t7dXnWsBZyJjc3MTFy9eBHC2D4koQCHiRGRhEBFXkoquy0JOLBvw3p/39/fx5Pyiy3GcijIyQc6hxDmSuCEQ5txIPc/KCptxpPEbHMd8zNtxRaa7u9v3+kXl4OAA3d3d5esWvxRbXcCCV/SLX4BDkvvoyclJbMtX12NjY8OzdIX8er8xiOfl3xs/Dg4Ocn+OH9dcEfP2iSSzRFfhtrY2NDY2VjwXlCjvzftySycnFSnDjY5jfH9S401qP42z9rRM3Nvh5OQEjx498jz+xFUirmhCsAOAWoV2C4A2+d913Y8C+CgA3Lx5002irp6KzYlXV1cX5ufncXx8XHFXra2trSwgRF2boGHmQToLB0HcGY/S7CMMuu2pRgOaujfbknR0YBr7XVTkufLSSy+lMlfiRB3v1NRUqEhB4Klom56errgISzNq8OjoqKo+jzy3Z2ZmquaietIZZ0kBmxqBAvlEV47MkgWmH3mOlMpqrgQVvB0dHeV9uK2tTVvvSd6npqenteI2THSnwOYiOmr0nml/KxKm/b1ov8MqNnMlyjraXATv7e3h5OSkqkZUW1tbOVKwvb29PD+GhoaqInpsfkvjSAd2HCdSNJ/YHrobRGHQnVcFjcYLW+vRbxyCNKMDk5yPeTgHm5qaCpw63NnZic7OTszOzuLo6CjwuXjS0athAwVKpVKF4JeJcr0BxLfO29vbaGhoCHwNNj4+XuhjS5i5Im7+uK6LlZWV8nVkY2NjpLGI5cZNHpa7VyqdCcHzfzc6jvH9SY03qf20ubk5kTEnsUyxDZKes6kKQcdxfhfAnzc8/TnXdd/ps4hdAOovcRcA+1sjCWPbXMSvnqBNUd602NvbqzgwxiEAbQ/SSXcKZqpw7RI2fVigpujL4iGLlGIZVcrNzMzEVkIAqL64tY0Si1IvUJBnGZglYfZnkR68v7/v273UlC4cNTImKUlXCyIQ4P4eBZvmIiJ1WK0nCDw9D3vy5EnF/FDTHL3Kquje44cpHThsJkXSdQKjSDf1vXEIQtOySXbIKfZAdGkWFNM1RdjrFd3vBXC2fupnpb2uwNP1zWvadF5ZW1vD4eFhLDKw1nFPTytqCDayzmJNk6oQdF333REX8RqAvyb+4ThOO4Cr548XDlkK6mrTqCelMkkJQl0USl9fX+jUSS/xl7Ts84MysPaJKgUFupp9SRJ0vpmEXdjU6aANUuIQgQDliB9hpeDu7m5Z7AWR2XkTbbragEVIB9bBfT09TPUEgbPzkIWFhbKkU0uexHXBHbUmoErSNQLHxsYSiUiQJV5YOUgRmBxhGozIqGIQiFeYxS3+gqL7HPX6LElBGFUE3rp1K/fpwklxcHCA9fV1dHZ2BspYqVtOT1ECKATrhNylDDuOcwFn42oE0Og4TiuAE9d1TwD8CoB/7jjOdwD4dQA/AuBO3hqK2EYJAk+l4MHBgacE8CvMq0OWhkHSzdQDje1da92BOmvpZ4IysH6ISwrKJC1K1HRlIFxUYtTOx37EGaVFQZIscrMRIPsoV1uK2iDEBPfzeLGJEgSeSkFd1M+lS5fKKcQmMRiUuAWgIGkRKGRbGtIgqBykCEyHqFIQqBSDYSLqvIIJ8hYVp16fyWNPQoZGkYH1iugq3NjYWFHTlZhhhGB9kTshCOCHAfxj6d/fDeCfAPiw67or5zLwJwF8DMAXAPyV9IfoT1Ap+PjxY+taeLYHA/muVZJdfmXyKgBlKAPrjySkYJL09fVV3cHURSVmIXWSEDSUJPZE2Zflbtp5SoGX0RVbL7oEBLiP5wEvKQg8PX+RxSDgLwdNjRGKIgEFWQo302c/evSo0PXOikocUhCwi6izfV8RiFsOyu8v6jbJA2trazg6OmKqcBDOawiWAJRcF9xqtU3uhKDruh8G8GGP5/8rgBtpjScturu7sbu7W/7xj+OuUhIHjyIKQBnKwPqlaFJQRZe2rJMnScidJKO0KEqCk2R9TEEaktDUabEWBKCA+3fy2EYJApXpw35iEKiWgybiPBdSm6Uk3XiBkXdER1xSUKVexJaXHBSo13q618Sxveo5OnBkZATr6+vo6upiqrAlruuWhSBwJgQvMEKwpsmdEKwlgkQJApV3p+MUg1E5ODjA8fFx+d9Fk4AARSA5o+hSUMbUBMIkWWwFT5qShrIkPEnVxxQkXSfT67OLDPfp/OPVaEQl6fMdWf6dnJzg5OQkcQEooAgkfiQlBesNU6RkUgJQpp5l4OnpKb7t274NjY2NGBgYyHo4xeH0rLewEIInYMpwrUMhmDBBpSCgF4NAenKwSLUA/aAIJCq1JAVVvARLEMGTtKihNImHJPflWpR1ccH9N38EiRIEKqXgyclJ6MZpQVGj/8RYAFiXjYkKRSAJAqVgMqQRKVnPMhAAbt++jcHBQQwNDTFVOADuuRA8OReCp65LIVjjUAimQBgpCFSnrZiK7AY9gfQq1qt+rs3r8whFIPFCXNDXqhjUkRfBQ5kSL7UsuNOC+2RtEEYKAsDjx4/Los4vYjAoXgIwCygDSRgoBYtHvctA4Ey6/qt/9a/woQ99KOuhFItSCcDTCEEKwdqHQjAlwkpBgVeE3vz8fGzLKioUgCQMlCnpQvGSDNyP7eE+SFS6u7vR1dVVjhgUBJWDeZN/MhSBJCqUgsWBMvCMwcFB/O7v/i6FYED+lx/6Ifxgfz+FYB1BIZgiUaWgiSILvjhE3qNHj6IPhNQt9RgtmDaXL19mp8iEoRQ0QwlYPwSNEpSR5Z0qB4O+Py9QBJI4EaKpSGIwjBx7+eWXExhJOlAGkqhsb20B/f04Pf83hWDtQyGYMklJwTzD6D1SBCgGk+HFF1+ktE8J7sNPoQSsX6JIQUEe5V4QKAJJkty6dSt30ixOETY+Pl51E7MIEpQykMSB6CgsRwhSGNU2/H4zoNalIAUgKTKySKBYCQ+FTHbUoxjk/kZk4pCCRYQikKSFkGZZiLIsxJf8mXmTgxSBJE6azoXg8XktwRNGCNY8FIIZIaRZrYhBSkBSi1AOBodiJj+I7+L3f//3Mx5JMojoU6ajEx31JAUpAklWJC3K8ii78iQH87h9SLFpamgAAByfRwgeuy6azx8jtQmFYMYIkZa30HsbKAFJPZGm6PKTHHmTk5SA+Uau4Zi3fSco3NdIEIQoq0UxSAlI8oYqp4LIsqKKrazkYFG3F8k/5QhBIQRLpXIacVo0NDTAYVRialAI5gQRep/3iEFKQEKyxyRF0pQ9FDPFRP3e8iwIuY+RuKiFaEEKQFI06k1a1WO0JKk9Ligpw8eui46UIwRLpRI+/vGPx77cD3zgA7EvsxagEMwZeUslvnnzJlOyCCkIXgIlivihmKldgny3SchD7lskLYoULUj5R0ixiRIt6bUcQpJGlzLcxJThmoZCMKeokXhJC0JG/hFS21C8kKhwHyK1QF7EoCr9ePOVkNqFYo8UBTVl+MR1U08ZJulCIVgQKOwIIYQQQuJBCLnPfe5zqXwOIYQQknfULsPHpVL5MVKbUAgSQgghhJC6ZGxsrCIyL2zkIMUfIYSQotNx4UwPPZFqCDJluLahECSEEEIIIQQUe4QQQuqXngsXsHd6ikNZCDJCsKah7iWEEEIIIYQQQgipY3qbmrB+fFz+93GphOaGBrjnNQVJ7UEhSAghhBBCCCGEEFLHVAlBIQJPTzMaEUkaCkFCCCGEEEIIIYSQOqb7wgVsnZyU/31yLgRd6TFSW1AIEkIIIYQQQgghhNQpbqmEtsZGPJGiAUW3YQrB2oVCkBBCCCGEEEIIIaROcQ8OAAD7shAUKcNSGjGpLSgECSGEEEIIIYQQQuqU0rkQfHIeFQg8FYI/9o//cSZjIslDIUgIIYQQQgghhBBSp7j7+wCUCMFzObi3s5PJmEjyUAgSQgghhBBCCCGE1CleEYJNDdRGtQq/WUIIIYQQQgghhJA65UJvLz61vIyVo6PyY0IINjtOVsMiCXMh6wEQQgghhBBCCCGEkGxo7OnB721sVDx2cB4t2MIIwZqF3ywhhBBCCCGEEEIIKXNEIVjz8JslhBBCCCGEEEIIIWVEhGArhWDNwm+WEEIIIYQQQgghhJTZPz3FJ5eWcO+8AzGpPVhDkBBCCCGEEEIIIYSUKQH47OZm1sMgCcIIQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6ggKQUIIIYQQQgghhBBC6gjHdd2sx5AKjuPsAPhS1uPwoB/AataDMJDnsQH5Hl+exrbquu43+b3IcZwVANMpjCcu8rSN46LW1qlo61Nrc6Vo2z8ItbpuRVmvKHMlL+vIcVSTl7HU0jh4XCkOXLdsiWuuFGFdVYo25qKNFyjemL3GazVX/KgnIfjHruu+lPU4TOR5fHkeG5Dv8eV5bLVCLW7jWlunWlufolHL279W161W10smL+vIcVSTl7FwHPmllrcJ1602KOK6Fm3MRRsvULwxpzFepgwTQgghhBBCCCGEEFJHUAgSQgghhBBCCCGEEFJH1JMQ/GjWA/Ahz+PL89iAfI8vz2OrFWpxG9faOtXa+hSNWt7+tbputbpeMnlZR46jmryMhePIL7W8TbhutUER17VoYy7aeIHijTnx8dZNDUFCCCGEEEIIIYQQQkh9RQgSQgghhBBCCCGEEFL3UAgSQgghhBBCCCGEEFJH1LwQdBznBxzH+WPHcQ4dx/kF5bkpx3Fcx3F2pb9/lJfxnT//DY7jvOE4zhPHcX7HcZzJNMenjOV3Hcc5kLbVl7Iay/l4eh3H+RXHcfYcx5l2HOcDWY5HJm/bqhYp0tyxJc/7tA0+v7eF+z6KTi3OEUHR54qgHudMXs7L8jo/sjx/yMu8ymob1ON8DEpe500c5GX/j4N63peLvo9meQywpYhzJe/bNcs5W/NCEMA8gB8D8PMer7nkum7H+d+PpjQugXF8juP0A/gkgH8EoBfAHwP4RKqjq+YHpG315ozH8lMAjgAMAfguAP/GcZznsh1SBXnaVrVI0eaODXnfp/3QficF/j6KTi3OEUHR54qgHudMXs7L8jw/sjp/yNO8ymIb1ON8DEqe501U8rT/R6We9+Va2Efzfg1Z1LmS5+2a2ZyteSHouu4nXdf9FIC1rMeiw2d83w7gNdd1/4PrugcAPgzgluM4N1IcYi5xHKcdwHcA+Eeu6+66rvsygF8F8D3ZjoykRa3NnVrYpz2+k8J9H7VArc0RQS3MFUE9zpm8nJfV6vwISy3Nq7DU43wMSq3Om1rb/+t5X67VfTQv1NpcyQtZztmaF4KWTDuOM+s4zr87t7B54TkAt8U/XNfdA3D//PGs+KeO46w6jvM5x3HeneE4rgM4cV33rvTYbWS7bVTysq3qkTzOHT+KsE+HpYjfR61T5O+klueKoMjfTxxkfV6W9fbP4vwhb/MqT+dQWe8PRaHI2ylv+39SFPk7ioOirH+efv9UijxX8rxdTSS+z9a7EFwF8JUAJgF8BYBOAL+U6Ygq6QCwpTy2hbNxZsH/BOAZAGMAPgrg1xzHuZrRWDoAbCuPZbltVPK0reqRvM0dG/K+T0ehiN9HrVPk76SW54qgyN9PFPJyXpbl9s/q/CFP8ypv51D1Oh+DUuTtlKf9P0mK/B3FQRHWP2+/fypFnSt5364mEt9nCy0Ez4tDuoa/l/3efx7m+seu6564rrsE4AcAvNdxnFg2cNTxAdgF0KU81gVgJ47xBR2r67pfcF13x3XdQ9d1fxHA5wD8hbjHYklq2yYMOdtWhaNIcydGijhmW2p53TKhTueIoMhjt6WQ65iX87K8zo+cn2vlZp/L4TlUbrZNkuR13qREkccehEKvZ9H30ZwfA2wp5D5UgO1qIvHtfSGuBWWB67rvjnuR5/+NRZTGML7XAPw18Y/znP2r54/HSsixugCcmIdiy10AFxzHeZPrul8+f+wWEtg2MZHltiocRZo7MVK0fToIRfw+ck2dzhFBLc8VQSG/n7ycl+V1fuT8XCvP8yrrc6hCzseg5HXepESe9/84KfJ3VPh9NOfHAFtqZa7kbbuaSHyfLXSEoA2O41xwHKcVQCOARsdxWh3HuXD+3Nsdx3mz4zgNjuP0AfgIgN91XVcNy8xkfAB+BcBbHcf5jvPX/AiAO67rvpHW+KRxXnIc531ifI7jfBeArwXwW2mPBSjnz38SwP/qOE674zhfA+AvAvg/sxiPTN62Va1SlLljS573aVs8vpPCfR+1QK3NEUEtzBVBPc6ZvJyX5XF+ZHn+kJd5leU2qMf5GJQ8zps4yMv+Hxf1vC8XeR8twjVkEedKEbZrpnPWdd2a/sNZJxZX+fvw+XN/FcBDAHsAFgD8/wAM52V858+/B8AbAPYB/C6AqYy24wCAP8JZeOomgM8D+MaMv9teAJ86//5mAHwg6/0tr9uqFv+KMncCrlMu9+k4vpMifh9F/6vFOSKNvdBzxeY7KvL3E2GdUzsvy+P8yPr8IQ/zKsttUI/zMc5tVPTtlIf9P43vqcjfUdR1z/v6Z30MCDDOQs2VImzXLOesc/4hhBBCCCGEEEIIIYSQOqDmU4YJIYQQQgghhBBCCCFPoRAkhBBCCCGEEEIIIaSOoBAkhBBCCCGEEEIIIaSOoBAkhBBCCCGEEEIIIaSOoBAkhBBCCCGEEEIIIaSOoBAkhBBCCCGEEEIIIaSOoBAkhBBCCCGEEEIIIaSOoBAkhJCc4DjOjzmO8ztZj4MQQkht4jjOf+c4zpezHgchhBBCsodCkBBC8sMLAP4060EQQgipWd4GHmcIgeM473Ec58hxnGbpsXHHcVzHcW5kOTZC8oTjOEuO4/yA8tiz5/PnbRkNi8QEhSBJHMdxfthxnDuO4+w6jrPiOM4vOI7TlvW4CMkhbwPwJ1kPgpC84zjOmOM4/85xnEXHcQ4cx/mi4zjvzXpchBSAt4HHGUKAs5uwf+a67pHy2BMAd7MZEiG55FUAb1Ee+6cAPuG67p+mPxwSJxSCJA0uAPjvATwH4K8C+EYAfzfLARGSNxzHGQQwCuDUcZzPOI7zxHGcP3Uc589lPTZC8oTjOOMAvgCgB8C3A3grgH8OYDvLcRGSNxzHeZvjOL/jOM6+4zivnh9PngcjBAkB9NGyLwD4ouu6JcdxvsVxnC85jvNlx3G+P/XREZIfKoSg4zhfDeCbAPzw+b85VwqM47pu1mMgdYbjOB8F0OK67l/LeiyE5IXz6Kb/jLPIjR8EsAjgX+Ds4u2q67onGQ6PkNzgOM6vn//vt7g8iSFEi+M4bwLwxwD+DYB/C+DNAH4KwCSAMdd15zMcHiGZ4zjOnwH4Wdd1/7/SY58EsALgfwTwZwC+DsAWgP8HwFe7rruWxVgJyRLHcf4GgB93XXfw/N8vA/iC67p/33GcC+BcKTSMECSJ4jjOhOM4Hzm/M73uOM4ugL8OYDbrsRGSM94G4BjAt7uu+3uu634JwA8BuAzgapYDIyQvOI4zCeAvAPjHlIGEePKTAH7ddd3/2XXde67r/jqATwNYpgwk9c556aLrqI4Q/EoAtwH8OQCvua4757ruLoDfBMCyFKReeRXAgOM4fY7j/EWcZf39b+fPca4UnAtZD4DULo7j9AH4IwC/D+Af4EwCnp4/9qfZjYyQXPICgE+6rvtIemzj/L+N6Q+HkFzyNgAnOLsDTQjR4DjOBM4uyNSSE8fg+RchwNmN1kYA5Y7bjuN8LYBxnM2RUQBz0uvnAIylOD5C8sRrAEo4y1r633EWLbh+/hznSsFhhCBJkvcDaAXw/3Zd9z+7rvsagLcD6ABPSAlReRuAV5TH3gFgF8C91EdDSD45xtnNzM6sB0JIjnkBZzdgbyuPvwiefxECAKsAXAAvAYDjOC8B+Nnzx+5kOC5Ccofruk8APMCZDOwC8JFsR0TihEKQJMkazuTfX3Ic55rjOH8bwI8D2AEFByFlHMe5iLPUlUbpMQfA3wfwMaUDHiH1zBdwFjn7047jPOc4zg3Hcb7fcZxbWQ+MkBzh4ux40iIecBznXTi7KcsOw6TucV13EcD/AuDnHMd5jLPazf8XgPvnaY/zqIxyGjt/jJB65VUAXwXgR1zX3Zce51wpOGwqQhLjXGj8JIDvAXCAswPtEYB3uK77zizHRkiecBznHQA+izNR/tdxduf6wwC+FsCLruuuZjc6QvKF4zhfA+CfAbiJp2Uovuf8Ao+QusdxnBEADwH8Is7myg0A/xpnNWmfdV33jQyHR0juOW+U8DqAd4ONEggxwrlSfCgECSEkYxzH+e8A/F2c3a3+lwD6cVaU9wdc113IbmSEEEKKiOM4fxVnWRmDOIsK/DTO6jl3uq5bynJshBQBx3H+XwD+D5xl1P0z13U/mvGQCMklnCvFhkKQEEIIIYQQQgghhJA6gjUECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipIygECSGEEEIIIYQQQgipI/7/TCjG+9uYl4YAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1296x1296 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "posterior_samples_unnorm = prior_means + posterior_samples * prior_stds\n",
    "fig = diag.plot_posterior_2d(posterior_samples_unnorm[0], prior=prior)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36d2f5c7",
   "metadata": {},
   "source": [
    "### Posterior Predictions (Re-Simulation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86bcec0a",
   "metadata": {},
   "source": [
    "The last check we will perform here is re-simulation (also known as posterior predictive checks or generative performance). Given a set of linear ODE solutions of $u(t)$ and $v(t)$, we predict the posterior of $a$, $b$, $c$, $d$, $u_0$ and $v_0$. All parameter posterior samples will then be passed to the simulator to re-simulate $\\hat{u}_i(t)$ and $\\hat{v}_i(t)$. Finally, we compute the median and quantile between all $\\hat{u}_i(t)$ and $\\hat{v}_i(t)$ and compare to the ground truth solutions $u(t)$ and $v(t)$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f4a30964",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# re-simulation\n",
    "resim_u = np.empty((posterior_samples_unnorm[0].shape[0], len(time_points)), dtype=np.float32)\n",
    "resim_v = np.empty((posterior_samples_unnorm[0].shape[0], len(time_points)), dtype=np.float32)\n",
    "\n",
    "for i in range(posterior_samples_unnorm[0].shape[0]):\n",
    "    re_sim = linear_ode_solver(posterior_samples_unnorm[0, i], time_points)\n",
    "    resim_u[i, :] = re_sim[:, 0]\n",
    "    resim_v[i, :] = re_sim[:, 1]\n",
    "\n",
    "# compute quantiles\n",
    "u_qt_50 = np.quantile(resim_u, q=[0.25, 0.75], axis=0)\n",
    "u_qt_90 = np.quantile(resim_u, q=[0.05, 0.95], axis=0)\n",
    "u_qt_95 = np.quantile(resim_u, q=[0.025, 0.975], axis=0)\n",
    "v_qt_50 = np.quantile(resim_v, q=[0.25, 0.75], axis=0)\n",
    "v_qt_90 = np.quantile(resim_v, q=[0.05, 0.95], axis=0)\n",
    "v_qt_95 = np.quantile(resim_v, q=[0.025, 0.975], axis=0)\n",
    "\n",
    "# plot u\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n",
    "ax.plot(time_points, np.median(resim_u, axis=0), label=\"Median u(t)\", color=\"maroon\")\n",
    "ax.plot(\n",
    "    time_points,\n",
    "    valid_sim_data_raw[\"sim_data\"][0, :, 0],\n",
    "    marker=\"o\",\n",
    "    label=\"Ground truth u(t)\",\n",
    "    color=\"k\",\n",
    "    linestyle=\"--\",\n",
    "    alpha=0.8,\n",
    ")\n",
    "ax.fill_between(time_points, u_qt_50[0], u_qt_50[1], color=\"maroon\", alpha=0.3, label=\"50% CI\")\n",
    "ax.fill_between(time_points, u_qt_90[0], u_qt_90[1], color=\"maroon\", alpha=0.2, label=\"90% CI\")\n",
    "ax.fill_between(time_points, u_qt_95[0], u_qt_95[1], color=\"maroon\", alpha=0.1, label=\"95% CI\")\n",
    "ax.grid(alpha=0.5)\n",
    "ax.set_title(\"Re-simulation for u(t)\")\n",
    "ax.set_xlabel(\"Time t [s]\")\n",
    "ax.set_ylabel(\"Function u(t)\")\n",
    "ax.legend()\n",
    "plt.show()\n",
    "\n",
    "# plot v\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n",
    "ax.plot(time_points, np.median(resim_v, axis=0), label=\"Median v(t)\", color=\"maroon\")\n",
    "ax.plot(\n",
    "    time_points,\n",
    "    valid_sim_data_raw[\"sim_data\"][0, :, 1],\n",
    "    marker=\"o\",\n",
    "    label=\"Ground truth v(t)\",\n",
    "    color=\"k\",\n",
    "    linestyle=\"--\",\n",
    "    alpha=0.8,\n",
    ")\n",
    "ax.fill_between(time_points, v_qt_50[0], v_qt_50[1], color=\"maroon\", alpha=0.3, label=\"50% CI\")\n",
    "ax.fill_between(time_points, v_qt_90[0], v_qt_90[1], color=\"maroon\", alpha=0.2, label=\"90% CI\")\n",
    "ax.fill_between(time_points, v_qt_95[0], v_qt_95[1], color=\"maroon\", alpha=0.1, label=\"95% CI\")\n",
    "ax.grid(alpha=0.5)\n",
    "ax.set_title(\"Re-simulation for v(t)\")\n",
    "ax.set_xlabel(\"Time t [s]\")\n",
    "ax.set_ylabel(\"Function v(t)\")\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "977cf2a6",
   "metadata": {},
   "source": [
    "These results are pretty good, depending on the tolerable error for a given application. You should now be able to apply BayesFlow to your own dynamic models!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "toc": {
   "base_numbering": "1",
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
